{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a tutorial for Python Learner.\n",
    "We are going to using Python to analysis balance sheet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set max rows/columns/width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows',999)\n",
    "pd.set_option('display.max_columns',999)\n",
    "pd.set_option('display.width',1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly, import our data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    Data provided by SimFin                                       Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 Unnamed: 10 Unnamed: 11\n",
      "1   Profit & Loss statement                                              NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
      "2                       NaN                                   in million USD     FY '08     FY '09     FY '10     FY '11     FY '12     FY '13     FY '14     FY '15      FY '16      FY '17\n",
      "3                       NaN                                          Revenue    652.572    748.236    909.277     1133.1    1328.82    1534.62    1789.49    2052.23      2411.8     2920.46\n",
      "4                       NaN                                  Cost of revenue   -106.126   -113.845   -150.287   -178.548     -200.6     -232.6   -273.199   -309.629    -354.378    -431.797\n",
      "5                       NaN                                     Gross Profit    546.446    634.391     758.99    954.555    1128.22    1302.02    1516.29     1742.6     2057.43     2488.66\n",
      "6                       NaN                               Operating Expenses   -463.925   -525.292   -613.314   -754.642   -924.037   -1067.56    -1266.3   -1454.55    -1725.18    -2016.22\n",
      "7                       NaN                          Operating Income (Loss)     82.521    109.099    145.676    199.913     204.18     234.46    249.994    288.048     332.245     472.442\n",
      "8                       NaN                      Non-Operating Income (Loss)     39.011     21.153      8.018      8.096      8.714      7.259      5.504    -13.183     -12.065       2.259\n",
      "9                       NaN                   Pretax Income (Loss), Adjusted    121.532    130.252    153.694    208.009    212.894    241.719    255.498    274.865      320.18     474.701\n",
      "10                      NaN                          Abnormal Gains (Losses)          0      -8.75        NaN        NaN     -3.142     -2.171        NaN        NaN         NaN         NaN\n",
      "11                      NaN                             Pretax Income (Loss)    121.532    121.502    153.694    208.009    209.752    239.548    255.498    274.865      320.18     474.701\n",
      "12                      NaN                Income Tax (Expense) Benefit, net    -42.811    -34.249    -46.416    -61.383    -59.548    -61.256    -75.297      -75.5     -66.477    -215.898\n",
      "13                      NaN      Net Income Available to Common Shareholders     78.721     87.253    107.278    146.626    150.204    178.292    180.201    199.365     253.703     258.803\n",
      "15            Balance Sheet                                              NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
      "16                      NaN                                   in million USD     FY '08     FY '09     FY '10     FY '11     FY '12     FY '13     FY '14     FY '15      FY '16      FY '17\n",
      "17                      NaN                                           Assets        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
      "18                      NaN  Cash, Cash Equivalents & Short Term Investments        NaN    760.774      860.6    813.515    879.465    982.129    1262.73    1208.92     1460.79     2042.49\n",
      "19                      NaN                      Accounts & Notes Receivable        NaN    139.436    184.741     255.18    302.942    360.594    468.021    509.715     634.821     806.744\n",
      "20                      NaN                          Other Short Term Assets        NaN     44.958     63.497     82.895     97.577    120.195    152.695    153.798      220.09     292.863\n",
      "21                      NaN                             Total Current Assets        NaN    945.168    1108.84    1151.59    1279.98    1462.92    1883.44    1872.43      2315.7      3142.1\n",
      "22                      NaN                 Property, Plant & Equipment, Net        NaN     71.708     75.558     92.065    141.586    173.917    172.151    166.886     189.629     206.105\n",
      "23                      NaN              Long Term Investments & Receivables        NaN    209.411    331.791    446.838    438.908      505.3    546.016     786.47      672.44     430.442\n",
      "24                      NaN                           Other Long Term Assets        NaN    644.585    683.135    800.606    953.182    964.484    1182.96    1329.31     1357.41     1695.85\n",
      "25                      NaN                          Total Noncurrent Assets        NaN    925.704    1090.48    1339.51    1533.68     1643.7    1901.13    2282.67     2219.48      2332.4\n",
      "26                      NaN                                     Total Assets        NaN    1870.87    2199.32     2491.1    2813.66    3106.62    3784.57     4155.1     4535.19     5474.49\n",
      "27                      NaN                                      Liabilities        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
      "28                      NaN                              Payables & Accruals        NaN     84.817    106.514    114.078    154.202    179.468    237.733    284.802     376.957     427.139\n",
      "29                      NaN                                 Accounts Payable        NaN     84.817    106.514    114.078    154.202    179.468    237.733    284.802     376.957     427.139\n",
      "30                      NaN                                  Short Term Debt        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN      23.806\n",
      "31                      NaN                     Other Short Term Liabilities        NaN     481.45    573.287    712.227     831.51    968.618     1096.3    1274.38     1514.12     1854.56\n",
      "32                      NaN                                 Deferred Revenue        NaN    480.572    572.637    711.408    830.486    966.832    1095.12    1272.91     1512.76     1853.72\n",
      "33                      NaN             Miscellaneous Short Term Liabilities        NaN      0.878       0.65      0.819      1.024      1.786      1.185      1.467       1.354       0.843\n",
      "34                      NaN                        Total Current Liabilities        NaN    566.267    679.801    826.305    985.712    1148.09    1334.03    1559.18     1891.07     2305.51\n",
      "35                      NaN                                   Long Term Debt        NaN        NaN        NaN        NaN        NaN        NaN    702.939    723.942     745.633     744.194\n",
      "36                      NaN                      Other Long Term Liabilities        NaN    193.553    228.822    265.977    307.787    407.368    459.259    537.548     651.159     946.668\n",
      "37                      NaN                                 Deferred Revenue        NaN    165.288    199.617    235.328    259.466    322.365    387.213    449.636     557.194     741.453\n",
      "38                      NaN              Miscellaneous Long Term Liabilities        NaN     28.265     29.205     30.649     48.321     85.003     72.046     87.912      93.965     205.215\n",
      "39                      NaN                     Total Noncurrent Liabilities        NaN    193.553    228.822    265.977    307.787    407.368     1162.2    1261.49     1396.79     1690.86\n",
      "40                      NaN                                Total Liabilities        NaN     759.82    908.623    1092.28     1293.5    1555.45    2496.23    2820.67     3287.86     3996.37\n",
      "41                      NaN                                 Preferred Equity        NaN          0          0          0          0          0          0          0           0           0\n",
      "42                      NaN       Share Capital & Additional Paid-In Capital        NaN    1444.87    1610.26    1709.11    1802.92    1891.87    1963.87    2162.29     2294.49      2416.1\n",
      "43                      NaN                                   Treasury Stock        NaN   -472.646   -562.792   -696.012   -816.674   -1056.42   -1515.29   -1853.14     -2311.8    -2525.07\n",
      "44                      NaN                                Retained Earnings        NaN    137.772     245.05    391.676     541.88    720.172    900.373    1099.74     1352.99     1619.69\n",
      "45                      NaN                                     Other Equity        NaN      1.056     -1.819     -5.952     -7.967     -4.459    -60.621    -74.449     -88.352     -32.596\n",
      "46                      NaN                  Equity Before Minority Interest        NaN    1111.05     1290.7    1398.82    1520.16    1551.16    1288.34    1334.43     1247.32     1478.12\n",
      "47                      NaN                                     Total Equity        NaN    1111.05     1290.7    1398.82    1520.16    1551.16    1288.34    1334.43     1247.32     1478.12\n",
      "48                      NaN                       Total Liabilities & Equity        NaN    1870.87    2199.32     2491.1    2813.66    3106.62    3784.57     4155.1     4535.19     5474.49\n",
      "50      Cash Flow statement                                              NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
      "51                      NaN                                   in million USD     FY '08     FY '09     FY '10     FY '11     FY '12     FY '13     FY '14     FY '15      FY '16      FY '17\n",
      "52                      NaN                         Net Income/Starting Line     78.721     87.253    107.278    146.626    150.204    178.292    180.201    199.365     253.703     258.803\n",
      "53                      NaN                      Depreciation & Amortization     40.309     45.861     47.997     51.372     62.341     74.405     76.263     76.088      85.309      97.138\n",
      "54                      NaN                                   Non-Cash Items     31.593     21.947     56.285     100.37    108.591    137.658    178.423    210.382     240.117      192.64\n",
      "55                      NaN                        Change in Working Capital     85.816    100.188     79.188     93.515    144.161    150.225    193.515    250.488     204.588     374.557\n",
      "56                      NaN                   Cash from Operating Activities    236.439    255.249    290.748    391.883    465.297     540.58    628.402    736.323     783.717     923.138\n",
      "57                      NaN             Change in Fixed Assets & Intangibles    -28.417    -33.112    -46.852    -51.618   -120.038    -97.559    -51.771    -55.517     -80.897    -101.687\n",
      "58                      NaN               Net Change in Long Term Investment    322.773   -241.323      19.44   -171.389   -134.127     -8.619     11.607   -327.313       0.134     325.899\n",
      "59                      NaN        Net Cash From Acquisitions & Divestitures    -148.14          0    -31.381    -135.21   -135.501        NaN   -296.121   -125.709     -28.667    -300.877\n",
      "60                      NaN                       Other Investing Activities          0     -1.768      3.938     -0.643      0.617     -2.084     11.282     -3.569      -0.703      -0.189\n",
      "61                      NaN                   Cash from Investing Activities    146.216   -276.203    -54.855    -358.86   -389.049   -108.262   -325.003   -512.108    -110.133     -76.854\n",
      "62                      NaN                    Cash From (Repayment of) Debt   -565.627       -0.9     -0.558     -1.027     -1.016     -1.304    786.987     -1.843      -1.684      -1.547\n",
      "63                      NaN                 Cash From (Repurchase of) Equity    -21.975   -133.061     -5.703   -116.408   -109.184   -237.241   -532.628   -259.047     -435.98     -182.01\n",
      "64                      NaN                       Other Financing Activities     48.439     23.714     16.041     -6.401    -15.765    -24.565   -111.726    -66.907     -66.529     -89.542\n",
      "65                      NaN                   Cash from Financing Activities   -539.163   -110.247       9.78   -123.836   -125.965    -263.11    142.633   -327.797    -504.193    -273.099\n",
      "66                      NaN                               Net Cash Before FX   -156.508   -131.201    245.673    -90.813    -49.717    169.208    446.032   -103.582     169.391     573.185\n",
      "67                      NaN                 Effect of Foreign Exchange Rates     -5.664      3.771      8.839       -2.6    -12.416      -9.55    -45.301    -16.113      -6.361      60.139\n",
      "68                      NaN                              Net Changes in Cash   -162.172    -127.43    254.512    -93.413    -62.133    159.658    400.731   -119.695      163.03     633.324\n"
     ]
    }
   ],
   "source": [
    "df=pd.read_excel(\"Redhat.xlsx\")\n",
    "df.dropna(how='all',inplace=True)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "15\n",
      "50\n"
     ]
    }
   ],
   "source": [
    "index_PL=df.loc[df['Data provided by SimFin']=='Profit & Loss statement'].index[0]\n",
    "print(index_PL)\n",
    "index_BS=df.loc[df['Data provided by SimFin']=='Balance Sheet'].index[0]\n",
    "print(index_BS)\n",
    "index_CF=df.loc[df['Data provided by SimFin']=='Cash Flow statement'].index[0]\n",
    "print(index_CF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 1</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Unnamed: 10</th>\n",
       "      <th>Unnamed: 11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>in million USD</td>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Revenue</td>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cost of revenue</td>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gross Profit</td>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Operating Expenses</td>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Operating Income (Loss)</td>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Non-Operating Income (Loss)</td>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pretax Income (Loss), Adjusted</td>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Abnormal Gains (Losses)</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Pretax Income (Loss)</td>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Income Tax (Expense) Benefit, net</td>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Net Income Available to Common Shareholders</td>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 Unnamed: 10 Unnamed: 11\n",
       "2                                in million USD     FY '08     FY '09     FY '10     FY '11     FY '12     FY '13     FY '14     FY '15      FY '16      FY '17\n",
       "3                                       Revenue    652.572    748.236    909.277     1133.1    1328.82    1534.62    1789.49    2052.23      2411.8     2920.46\n",
       "4                               Cost of revenue   -106.126   -113.845   -150.287   -178.548     -200.6     -232.6   -273.199   -309.629    -354.378    -431.797\n",
       "5                                  Gross Profit    546.446    634.391     758.99    954.555    1128.22    1302.02    1516.29     1742.6     2057.43     2488.66\n",
       "6                            Operating Expenses   -463.925   -525.292   -613.314   -754.642   -924.037   -1067.56    -1266.3   -1454.55    -1725.18    -2016.22\n",
       "7                       Operating Income (Loss)     82.521    109.099    145.676    199.913     204.18     234.46    249.994    288.048     332.245     472.442\n",
       "8                   Non-Operating Income (Loss)     39.011     21.153      8.018      8.096      8.714      7.259      5.504    -13.183     -12.065       2.259\n",
       "9                Pretax Income (Loss), Adjusted    121.532    130.252    153.694    208.009    212.894    241.719    255.498    274.865      320.18     474.701\n",
       "10                      Abnormal Gains (Losses)          0      -8.75        NaN        NaN     -3.142     -2.171        NaN        NaN         NaN         NaN\n",
       "11                         Pretax Income (Loss)    121.532    121.502    153.694    208.009    209.752    239.548    255.498    274.865      320.18     474.701\n",
       "12            Income Tax (Expense) Benefit, net    -42.811    -34.249    -46.416    -61.383    -59.548    -61.256    -75.297      -75.5     -66.477    -215.898\n",
       "13  Net Income Available to Common Shareholders     78.721     87.253    107.278    146.626    150.204    178.292    180.201    199.365     253.703     258.803"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL=df.iloc[index_PL:index_BS-2,1:]\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2</th>\n",
       "      <th>in million USD</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>in million USD</td>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Revenue</td>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cost of revenue</td>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gross Profit</td>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Operating Expenses</td>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Operating Income (Loss)</td>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Non-Operating Income (Loss)</td>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pretax Income (Loss), Adjusted</td>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Abnormal Gains (Losses)</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Pretax Income (Loss)</td>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Income Tax (Expense) Benefit, net</td>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Net Income Available to Common Shareholders</td>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "2                                in million USD   FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "2                                in million USD   FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "3                                       Revenue  652.572  748.236  909.277   1133.1  1328.82  1534.62  1789.49  2052.23   2411.8  2920.46\n",
       "4                               Cost of revenue -106.126 -113.845 -150.287 -178.548   -200.6   -232.6 -273.199 -309.629 -354.378 -431.797\n",
       "5                                  Gross Profit  546.446  634.391   758.99  954.555  1128.22  1302.02  1516.29   1742.6  2057.43  2488.66\n",
       "6                            Operating Expenses -463.925 -525.292 -613.314 -754.642 -924.037 -1067.56  -1266.3 -1454.55 -1725.18 -2016.22\n",
       "7                       Operating Income (Loss)   82.521  109.099  145.676  199.913   204.18   234.46  249.994  288.048  332.245  472.442\n",
       "8                   Non-Operating Income (Loss)   39.011   21.153    8.018    8.096    8.714    7.259    5.504  -13.183  -12.065    2.259\n",
       "9                Pretax Income (Loss), Adjusted  121.532  130.252  153.694  208.009  212.894  241.719  255.498  274.865   320.18  474.701\n",
       "10                      Abnormal Gains (Losses)        0    -8.75      NaN      NaN   -3.142   -2.171      NaN      NaN      NaN      NaN\n",
       "11                         Pretax Income (Loss)  121.532  121.502  153.694  208.009  209.752  239.548  255.498  274.865   320.18  474.701\n",
       "12            Income Tax (Expense) Benefit, net  -42.811  -34.249  -46.416  -61.383  -59.548  -61.256  -75.297    -75.5  -66.477 -215.898\n",
       "13  Net Income Available to Common Shareholders   78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL.columns=df_PL.iloc[0]\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
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       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revenue</th>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost of revenue</th>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross Profit</th>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Expenses</th>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Income (Loss)</th>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-Operating Income (Loss)</th>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss), Adjusted</th>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abnormal Gains (Losses)</th>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss)</th>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income Tax (Expense) Benefit, net</th>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Available to Common Shareholders</th>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2                                             FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                       \n",
       "in million USD                                FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "Revenue                                      652.572  748.236  909.277   1133.1  1328.82  1534.62  1789.49  2052.23   2411.8  2920.46\n",
       "Cost of revenue                             -106.126 -113.845 -150.287 -178.548   -200.6   -232.6 -273.199 -309.629 -354.378 -431.797\n",
       "Gross Profit                                 546.446  634.391   758.99  954.555  1128.22  1302.02  1516.29   1742.6  2057.43  2488.66\n",
       "Operating Expenses                          -463.925 -525.292 -613.314 -754.642 -924.037 -1067.56  -1266.3 -1454.55 -1725.18 -2016.22\n",
       "Operating Income (Loss)                       82.521  109.099  145.676  199.913   204.18   234.46  249.994  288.048  332.245  472.442\n",
       "Non-Operating Income (Loss)                   39.011   21.153    8.018    8.096    8.714    7.259    5.504  -13.183  -12.065    2.259\n",
       "Pretax Income (Loss), Adjusted               121.532  130.252  153.694  208.009  212.894  241.719  255.498  274.865   320.18  474.701\n",
       "Abnormal Gains (Losses)                            0    -8.75      NaN      NaN   -3.142   -2.171      NaN      NaN      NaN      NaN\n",
       "Pretax Income (Loss)                         121.532  121.502  153.694  208.009  209.752  239.548  255.498  274.865   320.18  474.701\n",
       "Income Tax (Expense) Benefit, net            -42.811  -34.249  -46.416  -61.383  -59.548  -61.256  -75.297    -75.5  -66.477 -215.898\n",
       "Net Income Available to Common Shareholders   78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL.set_index('in million USD',inplace=True)\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revenue</th>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost of revenue</th>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross Profit</th>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Expenses</th>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Income (Loss)</th>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-Operating Income (Loss)</th>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss), Adjusted</th>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abnormal Gains (Losses)</th>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss)</th>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income Tax (Expense) Benefit, net</th>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Available to Common Shareholders</th>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "2                                             FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                       \n",
       "in million USD                                FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "Revenue                                      652.572  748.236  909.277   1133.1  1328.82  1534.62  1789.49  2052.23   2411.8  2920.46\n",
       "Cost of revenue                             -106.126 -113.845 -150.287 -178.548   -200.6   -232.6 -273.199 -309.629 -354.378 -431.797\n",
       "Gross Profit                                 546.446  634.391   758.99  954.555  1128.22  1302.02  1516.29   1742.6  2057.43  2488.66\n",
       "Operating Expenses                          -463.925 -525.292 -613.314 -754.642 -924.037 -1067.56  -1266.3 -1454.55 -1725.18 -2016.22\n",
       "Operating Income (Loss)                       82.521  109.099  145.676  199.913   204.18   234.46  249.994  288.048  332.245  472.442\n",
       "Non-Operating Income (Loss)                   39.011   21.153    8.018    8.096    8.714    7.259    5.504  -13.183  -12.065    2.259\n",
       "Pretax Income (Loss), Adjusted               121.532  130.252  153.694  208.009  212.894  241.719  255.498  274.865   320.18  474.701\n",
       "Abnormal Gains (Losses)                            0    -8.75        0        0   -3.142   -2.171        0        0        0        0\n",
       "Pretax Income (Loss)                         121.532  121.502  153.694  208.009  209.752  239.548  255.498  274.865   320.18  474.701\n",
       "Income Tax (Expense) Benefit, net            -42.811  -34.249  -46.416  -61.383  -59.548  -61.256  -75.297    -75.5  -66.477 -215.898\n",
       "Net Income Available to Common Shareholders   78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL.fillna(0,inplace=True)\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Revenue</th>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost of revenue</th>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross Profit</th>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Expenses</th>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Income (Loss)</th>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-Operating Income (Loss)</th>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss), Adjusted</th>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abnormal Gains (Losses)</th>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss)</th>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income Tax (Expense) Benefit, net</th>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Available to Common Shareholders</th>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2                                             FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                       \n",
       "Revenue                                      652.572  748.236  909.277   1133.1  1328.82  1534.62  1789.49  2052.23   2411.8  2920.46\n",
       "Cost of revenue                             -106.126 -113.845 -150.287 -178.548   -200.6   -232.6 -273.199 -309.629 -354.378 -431.797\n",
       "Gross Profit                                 546.446  634.391   758.99  954.555  1128.22  1302.02  1516.29   1742.6  2057.43  2488.66\n",
       "Operating Expenses                          -463.925 -525.292 -613.314 -754.642 -924.037 -1067.56  -1266.3 -1454.55 -1725.18 -2016.22\n",
       "Operating Income (Loss)                       82.521  109.099  145.676  199.913   204.18   234.46  249.994  288.048  332.245  472.442\n",
       "Non-Operating Income (Loss)                   39.011   21.153    8.018    8.096    8.714    7.259    5.504  -13.183  -12.065    2.259\n",
       "Pretax Income (Loss), Adjusted               121.532  130.252  153.694  208.009  212.894  241.719  255.498  274.865   320.18  474.701\n",
       "Abnormal Gains (Losses)                            0    -8.75        0        0   -3.142   -2.171        0        0        0        0\n",
       "Pretax Income (Loss)                         121.532  121.502  153.694  208.009  209.752  239.548  255.498  274.865   320.18  474.701\n",
       "Income Tax (Expense) Benefit, net            -42.811  -34.249  -46.416  -61.383  -59.548  -61.256  -75.297    -75.5  -66.477 -215.898\n",
       "Net Income Available to Common Shareholders   78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL=df_PL[1:]\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Unnamed: 10</th>\n",
       "      <th>Unnamed: 11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>in million USD</td>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Cash, Cash Equivalents &amp; Short Term Investments</td>\n",
       "      <td>NaN</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Accounts &amp; Notes Receivable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Other Short Term Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Total Current Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Property, Plant &amp; Equipment, Net</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Long Term Investments &amp; Receivables</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Other Long Term Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Total Noncurrent Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Total Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Payables &amp; Accruals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Accounts Payable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Short Term Debt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Other Short Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Deferred Revenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Miscellaneous Short Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Total Current Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Long Term Debt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Other Long Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Deferred Revenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Miscellaneous Long Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Total Noncurrent Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Total Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Preferred Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Share Capital &amp; Additional Paid-In Capital</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Treasury Stock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Retained Earnings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Other Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Equity Before Minority Interest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Total Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Total Liabilities &amp; Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 Unnamed: 10 Unnamed: 11\n",
       "16                                   in million USD     FY '08     FY '09     FY '10     FY '11     FY '12     FY '13     FY '14     FY '15      FY '16      FY '17\n",
       "17                                           Assets        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
       "18  Cash, Cash Equivalents & Short Term Investments        NaN    760.774      860.6    813.515    879.465    982.129    1262.73    1208.92     1460.79     2042.49\n",
       "19                      Accounts & Notes Receivable        NaN    139.436    184.741     255.18    302.942    360.594    468.021    509.715     634.821     806.744\n",
       "20                          Other Short Term Assets        NaN     44.958     63.497     82.895     97.577    120.195    152.695    153.798      220.09     292.863\n",
       "21                             Total Current Assets        NaN    945.168    1108.84    1151.59    1279.98    1462.92    1883.44    1872.43      2315.7      3142.1\n",
       "22                 Property, Plant & Equipment, Net        NaN     71.708     75.558     92.065    141.586    173.917    172.151    166.886     189.629     206.105\n",
       "23              Long Term Investments & Receivables        NaN    209.411    331.791    446.838    438.908      505.3    546.016     786.47      672.44     430.442\n",
       "24                           Other Long Term Assets        NaN    644.585    683.135    800.606    953.182    964.484    1182.96    1329.31     1357.41     1695.85\n",
       "25                          Total Noncurrent Assets        NaN    925.704    1090.48    1339.51    1533.68     1643.7    1901.13    2282.67     2219.48      2332.4\n",
       "26                                     Total Assets        NaN    1870.87    2199.32     2491.1    2813.66    3106.62    3784.57     4155.1     4535.19     5474.49\n",
       "27                                      Liabilities        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN\n",
       "28                              Payables & Accruals        NaN     84.817    106.514    114.078    154.202    179.468    237.733    284.802     376.957     427.139\n",
       "29                                 Accounts Payable        NaN     84.817    106.514    114.078    154.202    179.468    237.733    284.802     376.957     427.139\n",
       "30                                  Short Term Debt        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN      23.806\n",
       "31                     Other Short Term Liabilities        NaN     481.45    573.287    712.227     831.51    968.618     1096.3    1274.38     1514.12     1854.56\n",
       "32                                 Deferred Revenue        NaN    480.572    572.637    711.408    830.486    966.832    1095.12    1272.91     1512.76     1853.72\n",
       "33             Miscellaneous Short Term Liabilities        NaN      0.878       0.65      0.819      1.024      1.786      1.185      1.467       1.354       0.843\n",
       "34                        Total Current Liabilities        NaN    566.267    679.801    826.305    985.712    1148.09    1334.03    1559.18     1891.07     2305.51\n",
       "35                                   Long Term Debt        NaN        NaN        NaN        NaN        NaN        NaN    702.939    723.942     745.633     744.194\n",
       "36                      Other Long Term Liabilities        NaN    193.553    228.822    265.977    307.787    407.368    459.259    537.548     651.159     946.668\n",
       "37                                 Deferred Revenue        NaN    165.288    199.617    235.328    259.466    322.365    387.213    449.636     557.194     741.453\n",
       "38              Miscellaneous Long Term Liabilities        NaN     28.265     29.205     30.649     48.321     85.003     72.046     87.912      93.965     205.215\n",
       "39                     Total Noncurrent Liabilities        NaN    193.553    228.822    265.977    307.787    407.368     1162.2    1261.49     1396.79     1690.86\n",
       "40                                Total Liabilities        NaN     759.82    908.623    1092.28     1293.5    1555.45    2496.23    2820.67     3287.86     3996.37\n",
       "41                                 Preferred Equity        NaN          0          0          0          0          0          0          0           0           0\n",
       "42       Share Capital & Additional Paid-In Capital        NaN    1444.87    1610.26    1709.11    1802.92    1891.87    1963.87    2162.29     2294.49      2416.1\n",
       "43                                   Treasury Stock        NaN   -472.646   -562.792   -696.012   -816.674   -1056.42   -1515.29   -1853.14     -2311.8    -2525.07\n",
       "44                                Retained Earnings        NaN    137.772     245.05    391.676     541.88    720.172    900.373    1099.74     1352.99     1619.69\n",
       "45                                     Other Equity        NaN      1.056     -1.819     -5.952     -7.967     -4.459    -60.621    -74.449     -88.352     -32.596\n",
       "46                  Equity Before Minority Interest        NaN    1111.05     1290.7    1398.82    1520.16    1551.16    1288.34    1334.43     1247.32     1478.12\n",
       "47                                     Total Equity        NaN    1111.05     1290.7    1398.82    1520.16    1551.16    1288.34    1334.43     1247.32     1478.12\n",
       "48                       Total Liabilities & Equity        NaN    1870.87    2199.32     2491.1    2813.66    3106.62    3784.57     4155.1     4535.19     5474.49"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS=df.iloc[index_BS-1:index_CF-3, 1:]\n",
    "df_BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>16</th>\n",
       "      <th>in million USD</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>in million USD</td>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Cash, Cash Equivalents &amp; Short Term Investments</td>\n",
       "      <td>NaN</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Accounts &amp; Notes Receivable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Other Short Term Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Total Current Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Property, Plant &amp; Equipment, Net</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Long Term Investments &amp; Receivables</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Other Long Term Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Total Noncurrent Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Total Assets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Payables &amp; Accruals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Accounts Payable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Short Term Debt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Other Short Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Deferred Revenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Miscellaneous Short Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Total Current Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Long Term Debt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Other Long Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Deferred Revenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Miscellaneous Long Term Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Total Noncurrent Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Total Liabilities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Preferred Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Share Capital &amp; Additional Paid-In Capital</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Treasury Stock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Retained Earnings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Other Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Equity Before Minority Interest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Total Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Total Liabilities &amp; Equity</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16                                   in million USD  FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "16                                   in million USD  FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "17                                           Assets     NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN\n",
       "18  Cash, Cash Equivalents & Short Term Investments     NaN  760.774    860.6  813.515  879.465  982.129  1262.73  1208.92  1460.79  2042.49\n",
       "19                      Accounts & Notes Receivable     NaN  139.436  184.741   255.18  302.942  360.594  468.021  509.715  634.821  806.744\n",
       "20                          Other Short Term Assets     NaN   44.958   63.497   82.895   97.577  120.195  152.695  153.798   220.09  292.863\n",
       "21                             Total Current Assets     NaN  945.168  1108.84  1151.59  1279.98  1462.92  1883.44  1872.43   2315.7   3142.1\n",
       "22                 Property, Plant & Equipment, Net     NaN   71.708   75.558   92.065  141.586  173.917  172.151  166.886  189.629  206.105\n",
       "23              Long Term Investments & Receivables     NaN  209.411  331.791  446.838  438.908    505.3  546.016   786.47   672.44  430.442\n",
       "24                           Other Long Term Assets     NaN  644.585  683.135  800.606  953.182  964.484  1182.96  1329.31  1357.41  1695.85\n",
       "25                          Total Noncurrent Assets     NaN  925.704  1090.48  1339.51  1533.68   1643.7  1901.13  2282.67  2219.48   2332.4\n",
       "26                                     Total Assets     NaN  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49\n",
       "27                                      Liabilities     NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN\n",
       "28                              Payables & Accruals     NaN   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "29                                 Accounts Payable     NaN   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "30                                  Short Term Debt     NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   23.806\n",
       "31                     Other Short Term Liabilities     NaN   481.45  573.287  712.227   831.51  968.618   1096.3  1274.38  1514.12  1854.56\n",
       "32                                 Deferred Revenue     NaN  480.572  572.637  711.408  830.486  966.832  1095.12  1272.91  1512.76  1853.72\n",
       "33             Miscellaneous Short Term Liabilities     NaN    0.878     0.65    0.819    1.024    1.786    1.185    1.467    1.354    0.843\n",
       "34                        Total Current Liabilities     NaN  566.267  679.801  826.305  985.712  1148.09  1334.03  1559.18  1891.07  2305.51\n",
       "35                                   Long Term Debt     NaN      NaN      NaN      NaN      NaN      NaN  702.939  723.942  745.633  744.194\n",
       "36                      Other Long Term Liabilities     NaN  193.553  228.822  265.977  307.787  407.368  459.259  537.548  651.159  946.668\n",
       "37                                 Deferred Revenue     NaN  165.288  199.617  235.328  259.466  322.365  387.213  449.636  557.194  741.453\n",
       "38              Miscellaneous Long Term Liabilities     NaN   28.265   29.205   30.649   48.321   85.003   72.046   87.912   93.965  205.215\n",
       "39                     Total Noncurrent Liabilities     NaN  193.553  228.822  265.977  307.787  407.368   1162.2  1261.49  1396.79  1690.86\n",
       "40                                Total Liabilities     NaN   759.82  908.623  1092.28   1293.5  1555.45  2496.23  2820.67  3287.86  3996.37\n",
       "41                                 Preferred Equity     NaN        0        0        0        0        0        0        0        0        0\n",
       "42       Share Capital & Additional Paid-In Capital     NaN  1444.87  1610.26  1709.11  1802.92  1891.87  1963.87  2162.29  2294.49   2416.1\n",
       "43                                   Treasury Stock     NaN -472.646 -562.792 -696.012 -816.674 -1056.42 -1515.29 -1853.14  -2311.8 -2525.07\n",
       "44                                Retained Earnings     NaN  137.772   245.05  391.676   541.88  720.172  900.373  1099.74  1352.99  1619.69\n",
       "45                                     Other Equity     NaN    1.056   -1.819   -5.952   -7.967   -4.459  -60.621  -74.449  -88.352  -32.596\n",
       "46                  Equity Before Minority Interest     NaN  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "47                                     Total Equity     NaN  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "48                       Total Liabilities & Equity     NaN  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS.columns=df_BS.iloc[0]\n",
    "df_BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>16</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash, Cash Equivalents &amp; Short Term Investments</th>\n",
       "      <td>NaN</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts &amp; Notes Receivable</th>\n",
       "      <td>NaN</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Property, Plant &amp; Equipment, Net</th>\n",
       "      <td>NaN</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Investments &amp; Receivables</th>\n",
       "      <td>NaN</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Assets</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Payables &amp; Accruals</th>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts Payable</th>\n",
       "      <td>NaN</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Short Term Debt</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>NaN</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Short Term Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Debt</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>NaN</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Long Term Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities</th>\n",
       "      <td>NaN</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preferred Equity</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share Capital &amp; Additional Paid-In Capital</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treasury Stock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retained Earnings</th>\n",
       "      <td>NaN</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Equity</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity Before Minority Interest</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Equity</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities &amp; Equity</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16                                               FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                          \n",
       "in million USD                                   FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "Assets                                              NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN\n",
       "Cash, Cash Equivalents & Short Term Investments     NaN  760.774    860.6  813.515  879.465  982.129  1262.73  1208.92  1460.79  2042.49\n",
       "Accounts & Notes Receivable                         NaN  139.436  184.741   255.18  302.942  360.594  468.021  509.715  634.821  806.744\n",
       "Other Short Term Assets                             NaN   44.958   63.497   82.895   97.577  120.195  152.695  153.798   220.09  292.863\n",
       "Total Current Assets                                NaN  945.168  1108.84  1151.59  1279.98  1462.92  1883.44  1872.43   2315.7   3142.1\n",
       "Property, Plant & Equipment, Net                    NaN   71.708   75.558   92.065  141.586  173.917  172.151  166.886  189.629  206.105\n",
       "Long Term Investments & Receivables                 NaN  209.411  331.791  446.838  438.908    505.3  546.016   786.47   672.44  430.442\n",
       "Other Long Term Assets                              NaN  644.585  683.135  800.606  953.182  964.484  1182.96  1329.31  1357.41  1695.85\n",
       "Total Noncurrent Assets                             NaN  925.704  1090.48  1339.51  1533.68   1643.7  1901.13  2282.67  2219.48   2332.4\n",
       "Total Assets                                        NaN  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49\n",
       "Liabilities                                         NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN\n",
       "Payables & Accruals                                 NaN   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Accounts Payable                                    NaN   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Short Term Debt                                     NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN      NaN   23.806\n",
       "Other Short Term Liabilities                        NaN   481.45  573.287  712.227   831.51  968.618   1096.3  1274.38  1514.12  1854.56\n",
       "Deferred Revenue                                    NaN  480.572  572.637  711.408  830.486  966.832  1095.12  1272.91  1512.76  1853.72\n",
       "Miscellaneous Short Term Liabilities                NaN    0.878     0.65    0.819    1.024    1.786    1.185    1.467    1.354    0.843\n",
       "Total Current Liabilities                           NaN  566.267  679.801  826.305  985.712  1148.09  1334.03  1559.18  1891.07  2305.51\n",
       "Long Term Debt                                      NaN      NaN      NaN      NaN      NaN      NaN  702.939  723.942  745.633  744.194\n",
       "Other Long Term Liabilities                         NaN  193.553  228.822  265.977  307.787  407.368  459.259  537.548  651.159  946.668\n",
       "Deferred Revenue                                    NaN  165.288  199.617  235.328  259.466  322.365  387.213  449.636  557.194  741.453\n",
       "Miscellaneous Long Term Liabilities                 NaN   28.265   29.205   30.649   48.321   85.003   72.046   87.912   93.965  205.215\n",
       "Total Noncurrent Liabilities                        NaN  193.553  228.822  265.977  307.787  407.368   1162.2  1261.49  1396.79  1690.86\n",
       "Total Liabilities                                   NaN   759.82  908.623  1092.28   1293.5  1555.45  2496.23  2820.67  3287.86  3996.37\n",
       "Preferred Equity                                    NaN        0        0        0        0        0        0        0        0        0\n",
       "Share Capital & Additional Paid-In Capital          NaN  1444.87  1610.26  1709.11  1802.92  1891.87  1963.87  2162.29  2294.49   2416.1\n",
       "Treasury Stock                                      NaN -472.646 -562.792 -696.012 -816.674 -1056.42 -1515.29 -1853.14  -2311.8 -2525.07\n",
       "Retained Earnings                                   NaN  137.772   245.05  391.676   541.88  720.172  900.373  1099.74  1352.99  1619.69\n",
       "Other Equity                                        NaN    1.056   -1.819   -5.952   -7.967   -4.459  -60.621  -74.449  -88.352  -32.596\n",
       "Equity Before Minority Interest                     NaN  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Equity                                        NaN  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Liabilities & Equity                          NaN  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS.set_index('in million USD',inplace=True)\n",
    "df_BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>16</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <td>FY '08</td>\n",
       "      <td>FY '09</td>\n",
       "      <td>FY '10</td>\n",
       "      <td>FY '11</td>\n",
       "      <td>FY '12</td>\n",
       "      <td>FY '13</td>\n",
       "      <td>FY '14</td>\n",
       "      <td>FY '15</td>\n",
       "      <td>FY '16</td>\n",
       "      <td>FY '17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash, Cash Equivalents &amp; Short Term Investments</th>\n",
       "      <td>0</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts &amp; Notes Receivable</th>\n",
       "      <td>0</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Property, Plant &amp; Equipment, Net</th>\n",
       "      <td>0</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Investments &amp; Receivables</th>\n",
       "      <td>0</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Payables &amp; Accruals</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts Payable</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Short Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preferred Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share Capital &amp; Additional Paid-In Capital</th>\n",
       "      <td>0</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treasury Stock</th>\n",
       "      <td>0</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retained Earnings</th>\n",
       "      <td>0</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity Before Minority Interest</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities &amp; Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16                                               FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                          \n",
       "in million USD                                   FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "Assets                                                0        0        0        0        0        0        0        0        0        0\n",
       "Cash, Cash Equivalents & Short Term Investments       0  760.774    860.6  813.515  879.465  982.129  1262.73  1208.92  1460.79  2042.49\n",
       "Accounts & Notes Receivable                           0  139.436  184.741   255.18  302.942  360.594  468.021  509.715  634.821  806.744\n",
       "Other Short Term Assets                               0   44.958   63.497   82.895   97.577  120.195  152.695  153.798   220.09  292.863\n",
       "Total Current Assets                                  0  945.168  1108.84  1151.59  1279.98  1462.92  1883.44  1872.43   2315.7   3142.1\n",
       "Property, Plant & Equipment, Net                      0   71.708   75.558   92.065  141.586  173.917  172.151  166.886  189.629  206.105\n",
       "Long Term Investments & Receivables                   0  209.411  331.791  446.838  438.908    505.3  546.016   786.47   672.44  430.442\n",
       "Other Long Term Assets                                0  644.585  683.135  800.606  953.182  964.484  1182.96  1329.31  1357.41  1695.85\n",
       "Total Noncurrent Assets                               0  925.704  1090.48  1339.51  1533.68   1643.7  1901.13  2282.67  2219.48   2332.4\n",
       "Total Assets                                          0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49\n",
       "Liabilities                                           0        0        0        0        0        0        0        0        0        0\n",
       "Payables & Accruals                                   0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Accounts Payable                                      0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Short Term Debt                                       0        0        0        0        0        0        0        0        0   23.806\n",
       "Other Short Term Liabilities                          0   481.45  573.287  712.227   831.51  968.618   1096.3  1274.38  1514.12  1854.56\n",
       "Deferred Revenue                                      0  480.572  572.637  711.408  830.486  966.832  1095.12  1272.91  1512.76  1853.72\n",
       "Miscellaneous Short Term Liabilities                  0    0.878     0.65    0.819    1.024    1.786    1.185    1.467    1.354    0.843\n",
       "Total Current Liabilities                             0  566.267  679.801  826.305  985.712  1148.09  1334.03  1559.18  1891.07  2305.51\n",
       "Long Term Debt                                        0        0        0        0        0        0  702.939  723.942  745.633  744.194\n",
       "Other Long Term Liabilities                           0  193.553  228.822  265.977  307.787  407.368  459.259  537.548  651.159  946.668\n",
       "Deferred Revenue                                      0  165.288  199.617  235.328  259.466  322.365  387.213  449.636  557.194  741.453\n",
       "Miscellaneous Long Term Liabilities                   0   28.265   29.205   30.649   48.321   85.003   72.046   87.912   93.965  205.215\n",
       "Total Noncurrent Liabilities                          0  193.553  228.822  265.977  307.787  407.368   1162.2  1261.49  1396.79  1690.86\n",
       "Total Liabilities                                     0   759.82  908.623  1092.28   1293.5  1555.45  2496.23  2820.67  3287.86  3996.37\n",
       "Preferred Equity                                      0        0        0        0        0        0        0        0        0        0\n",
       "Share Capital & Additional Paid-In Capital            0  1444.87  1610.26  1709.11  1802.92  1891.87  1963.87  2162.29  2294.49   2416.1\n",
       "Treasury Stock                                        0 -472.646 -562.792 -696.012 -816.674 -1056.42 -1515.29 -1853.14  -2311.8 -2525.07\n",
       "Retained Earnings                                     0  137.772   245.05  391.676   541.88  720.172  900.373  1099.74  1352.99  1619.69\n",
       "Other Equity                                          0    1.056   -1.819   -5.952   -7.967   -4.459  -60.621  -74.449  -88.352  -32.596\n",
       "Equity Before Minority Interest                       0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Equity                                          0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Liabilities & Equity                            0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS.fillna(0,inplace=True)\n",
    "df_BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>16</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash, Cash Equivalents &amp; Short Term Investments</th>\n",
       "      <td>0</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts &amp; Notes Receivable</th>\n",
       "      <td>0</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Property, Plant &amp; Equipment, Net</th>\n",
       "      <td>0</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Investments &amp; Receivables</th>\n",
       "      <td>0</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Payables &amp; Accruals</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts Payable</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Short Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preferred Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share Capital &amp; Additional Paid-In Capital</th>\n",
       "      <td>0</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treasury Stock</th>\n",
       "      <td>0</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retained Earnings</th>\n",
       "      <td>0</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity Before Minority Interest</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities &amp; Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16                                              FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                         \n",
       "Assets                                               0        0        0        0        0        0        0        0        0        0\n",
       "Cash, Cash Equivalents & Short Term Investments      0  760.774    860.6  813.515  879.465  982.129  1262.73  1208.92  1460.79  2042.49\n",
       "Accounts & Notes Receivable                          0  139.436  184.741   255.18  302.942  360.594  468.021  509.715  634.821  806.744\n",
       "Other Short Term Assets                              0   44.958   63.497   82.895   97.577  120.195  152.695  153.798   220.09  292.863\n",
       "Total Current Assets                                 0  945.168  1108.84  1151.59  1279.98  1462.92  1883.44  1872.43   2315.7   3142.1\n",
       "Property, Plant & Equipment, Net                     0   71.708   75.558   92.065  141.586  173.917  172.151  166.886  189.629  206.105\n",
       "Long Term Investments & Receivables                  0  209.411  331.791  446.838  438.908    505.3  546.016   786.47   672.44  430.442\n",
       "Other Long Term Assets                               0  644.585  683.135  800.606  953.182  964.484  1182.96  1329.31  1357.41  1695.85\n",
       "Total Noncurrent Assets                              0  925.704  1090.48  1339.51  1533.68   1643.7  1901.13  2282.67  2219.48   2332.4\n",
       "Total Assets                                         0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49\n",
       "Liabilities                                          0        0        0        0        0        0        0        0        0        0\n",
       "Payables & Accruals                                  0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Accounts Payable                                     0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Short Term Debt                                      0        0        0        0        0        0        0        0        0   23.806\n",
       "Other Short Term Liabilities                         0   481.45  573.287  712.227   831.51  968.618   1096.3  1274.38  1514.12  1854.56\n",
       "Deferred Revenue                                     0  480.572  572.637  711.408  830.486  966.832  1095.12  1272.91  1512.76  1853.72\n",
       "Miscellaneous Short Term Liabilities                 0    0.878     0.65    0.819    1.024    1.786    1.185    1.467    1.354    0.843\n",
       "Total Current Liabilities                            0  566.267  679.801  826.305  985.712  1148.09  1334.03  1559.18  1891.07  2305.51\n",
       "Long Term Debt                                       0        0        0        0        0        0  702.939  723.942  745.633  744.194\n",
       "Other Long Term Liabilities                          0  193.553  228.822  265.977  307.787  407.368  459.259  537.548  651.159  946.668\n",
       "Deferred Revenue                                     0  165.288  199.617  235.328  259.466  322.365  387.213  449.636  557.194  741.453\n",
       "Miscellaneous Long Term Liabilities                  0   28.265   29.205   30.649   48.321   85.003   72.046   87.912   93.965  205.215\n",
       "Total Noncurrent Liabilities                         0  193.553  228.822  265.977  307.787  407.368   1162.2  1261.49  1396.79  1690.86\n",
       "Total Liabilities                                    0   759.82  908.623  1092.28   1293.5  1555.45  2496.23  2820.67  3287.86  3996.37\n",
       "Preferred Equity                                     0        0        0        0        0        0        0        0        0        0\n",
       "Share Capital & Additional Paid-In Capital           0  1444.87  1610.26  1709.11  1802.92  1891.87  1963.87  2162.29  2294.49   2416.1\n",
       "Treasury Stock                                       0 -472.646 -562.792 -696.012 -816.674 -1056.42 -1515.29 -1853.14  -2311.8 -2525.07\n",
       "Retained Earnings                                    0  137.772   245.05  391.676   541.88  720.172  900.373  1099.74  1352.99  1619.69\n",
       "Other Equity                                         0    1.056   -1.819   -5.952   -7.967   -4.459  -60.621  -74.449  -88.352  -32.596\n",
       "Equity Before Minority Interest                      0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Equity                                         0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Liabilities & Equity                           0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>16</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash, Cash Equivalents &amp; Short Term Investments</th>\n",
       "      <td>0</td>\n",
       "      <td>760.774</td>\n",
       "      <td>860.6</td>\n",
       "      <td>813.515</td>\n",
       "      <td>879.465</td>\n",
       "      <td>982.129</td>\n",
       "      <td>1262.73</td>\n",
       "      <td>1208.92</td>\n",
       "      <td>1460.79</td>\n",
       "      <td>2042.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts &amp; Notes Receivable</th>\n",
       "      <td>0</td>\n",
       "      <td>139.436</td>\n",
       "      <td>184.741</td>\n",
       "      <td>255.18</td>\n",
       "      <td>302.942</td>\n",
       "      <td>360.594</td>\n",
       "      <td>468.021</td>\n",
       "      <td>509.715</td>\n",
       "      <td>634.821</td>\n",
       "      <td>806.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>44.958</td>\n",
       "      <td>63.497</td>\n",
       "      <td>82.895</td>\n",
       "      <td>97.577</td>\n",
       "      <td>120.195</td>\n",
       "      <td>152.695</td>\n",
       "      <td>153.798</td>\n",
       "      <td>220.09</td>\n",
       "      <td>292.863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>945.168</td>\n",
       "      <td>1108.84</td>\n",
       "      <td>1151.59</td>\n",
       "      <td>1279.98</td>\n",
       "      <td>1462.92</td>\n",
       "      <td>1883.44</td>\n",
       "      <td>1872.43</td>\n",
       "      <td>2315.7</td>\n",
       "      <td>3142.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Property, Plant &amp; Equipment, Net</th>\n",
       "      <td>0</td>\n",
       "      <td>71.708</td>\n",
       "      <td>75.558</td>\n",
       "      <td>92.065</td>\n",
       "      <td>141.586</td>\n",
       "      <td>173.917</td>\n",
       "      <td>172.151</td>\n",
       "      <td>166.886</td>\n",
       "      <td>189.629</td>\n",
       "      <td>206.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Investments &amp; Receivables</th>\n",
       "      <td>0</td>\n",
       "      <td>209.411</td>\n",
       "      <td>331.791</td>\n",
       "      <td>446.838</td>\n",
       "      <td>438.908</td>\n",
       "      <td>505.3</td>\n",
       "      <td>546.016</td>\n",
       "      <td>786.47</td>\n",
       "      <td>672.44</td>\n",
       "      <td>430.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>644.585</td>\n",
       "      <td>683.135</td>\n",
       "      <td>800.606</td>\n",
       "      <td>953.182</td>\n",
       "      <td>964.484</td>\n",
       "      <td>1182.96</td>\n",
       "      <td>1329.31</td>\n",
       "      <td>1357.41</td>\n",
       "      <td>1695.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>925.704</td>\n",
       "      <td>1090.48</td>\n",
       "      <td>1339.51</td>\n",
       "      <td>1533.68</td>\n",
       "      <td>1643.7</td>\n",
       "      <td>1901.13</td>\n",
       "      <td>2282.67</td>\n",
       "      <td>2219.48</td>\n",
       "      <td>2332.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Assets</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Payables &amp; Accruals</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Accounts Payable</th>\n",
       "      <td>0</td>\n",
       "      <td>84.817</td>\n",
       "      <td>106.514</td>\n",
       "      <td>114.078</td>\n",
       "      <td>154.202</td>\n",
       "      <td>179.468</td>\n",
       "      <td>237.733</td>\n",
       "      <td>284.802</td>\n",
       "      <td>376.957</td>\n",
       "      <td>427.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Short Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>481.45</td>\n",
       "      <td>573.287</td>\n",
       "      <td>712.227</td>\n",
       "      <td>831.51</td>\n",
       "      <td>968.618</td>\n",
       "      <td>1096.3</td>\n",
       "      <td>1274.38</td>\n",
       "      <td>1514.12</td>\n",
       "      <td>1854.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>480.572</td>\n",
       "      <td>572.637</td>\n",
       "      <td>711.408</td>\n",
       "      <td>830.486</td>\n",
       "      <td>966.832</td>\n",
       "      <td>1095.12</td>\n",
       "      <td>1272.91</td>\n",
       "      <td>1512.76</td>\n",
       "      <td>1853.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Short Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0.878</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.819</td>\n",
       "      <td>1.024</td>\n",
       "      <td>1.786</td>\n",
       "      <td>1.185</td>\n",
       "      <td>1.467</td>\n",
       "      <td>1.354</td>\n",
       "      <td>0.843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Current Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>566.267</td>\n",
       "      <td>679.801</td>\n",
       "      <td>826.305</td>\n",
       "      <td>985.712</td>\n",
       "      <td>1148.09</td>\n",
       "      <td>1334.03</td>\n",
       "      <td>1559.18</td>\n",
       "      <td>1891.07</td>\n",
       "      <td>2305.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Long Term Debt</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>702.939</td>\n",
       "      <td>723.942</td>\n",
       "      <td>745.633</td>\n",
       "      <td>744.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>459.259</td>\n",
       "      <td>537.548</td>\n",
       "      <td>651.159</td>\n",
       "      <td>946.668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deferred Revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>165.288</td>\n",
       "      <td>199.617</td>\n",
       "      <td>235.328</td>\n",
       "      <td>259.466</td>\n",
       "      <td>322.365</td>\n",
       "      <td>387.213</td>\n",
       "      <td>449.636</td>\n",
       "      <td>557.194</td>\n",
       "      <td>741.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous Long Term Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>28.265</td>\n",
       "      <td>29.205</td>\n",
       "      <td>30.649</td>\n",
       "      <td>48.321</td>\n",
       "      <td>85.003</td>\n",
       "      <td>72.046</td>\n",
       "      <td>87.912</td>\n",
       "      <td>93.965</td>\n",
       "      <td>205.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Noncurrent Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>193.553</td>\n",
       "      <td>228.822</td>\n",
       "      <td>265.977</td>\n",
       "      <td>307.787</td>\n",
       "      <td>407.368</td>\n",
       "      <td>1162.2</td>\n",
       "      <td>1261.49</td>\n",
       "      <td>1396.79</td>\n",
       "      <td>1690.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities</th>\n",
       "      <td>0</td>\n",
       "      <td>759.82</td>\n",
       "      <td>908.623</td>\n",
       "      <td>1092.28</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1555.45</td>\n",
       "      <td>2496.23</td>\n",
       "      <td>2820.67</td>\n",
       "      <td>3287.86</td>\n",
       "      <td>3996.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Preferred Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Share Capital &amp; Additional Paid-In Capital</th>\n",
       "      <td>0</td>\n",
       "      <td>1444.87</td>\n",
       "      <td>1610.26</td>\n",
       "      <td>1709.11</td>\n",
       "      <td>1802.92</td>\n",
       "      <td>1891.87</td>\n",
       "      <td>1963.87</td>\n",
       "      <td>2162.29</td>\n",
       "      <td>2294.49</td>\n",
       "      <td>2416.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treasury Stock</th>\n",
       "      <td>0</td>\n",
       "      <td>-472.646</td>\n",
       "      <td>-562.792</td>\n",
       "      <td>-696.012</td>\n",
       "      <td>-816.674</td>\n",
       "      <td>-1056.42</td>\n",
       "      <td>-1515.29</td>\n",
       "      <td>-1853.14</td>\n",
       "      <td>-2311.8</td>\n",
       "      <td>-2525.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Retained Earnings</th>\n",
       "      <td>0</td>\n",
       "      <td>137.772</td>\n",
       "      <td>245.05</td>\n",
       "      <td>391.676</td>\n",
       "      <td>541.88</td>\n",
       "      <td>720.172</td>\n",
       "      <td>900.373</td>\n",
       "      <td>1099.74</td>\n",
       "      <td>1352.99</td>\n",
       "      <td>1619.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1.056</td>\n",
       "      <td>-1.819</td>\n",
       "      <td>-5.952</td>\n",
       "      <td>-7.967</td>\n",
       "      <td>-4.459</td>\n",
       "      <td>-60.621</td>\n",
       "      <td>-74.449</td>\n",
       "      <td>-88.352</td>\n",
       "      <td>-32.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Equity Before Minority Interest</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1111.05</td>\n",
       "      <td>1290.7</td>\n",
       "      <td>1398.82</td>\n",
       "      <td>1520.16</td>\n",
       "      <td>1551.16</td>\n",
       "      <td>1288.34</td>\n",
       "      <td>1334.43</td>\n",
       "      <td>1247.32</td>\n",
       "      <td>1478.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Liabilities &amp; Equity</th>\n",
       "      <td>0</td>\n",
       "      <td>1870.87</td>\n",
       "      <td>2199.32</td>\n",
       "      <td>2491.1</td>\n",
       "      <td>2813.66</td>\n",
       "      <td>3106.62</td>\n",
       "      <td>3784.57</td>\n",
       "      <td>4155.1</td>\n",
       "      <td>4535.19</td>\n",
       "      <td>5474.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "16                                              FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                         \n",
       "Assets                                               0        0        0        0        0        0        0        0        0        0\n",
       "Cash, Cash Equivalents & Short Term Investments      0  760.774    860.6  813.515  879.465  982.129  1262.73  1208.92  1460.79  2042.49\n",
       "Accounts & Notes Receivable                          0  139.436  184.741   255.18  302.942  360.594  468.021  509.715  634.821  806.744\n",
       "Other Short Term Assets                              0   44.958   63.497   82.895   97.577  120.195  152.695  153.798   220.09  292.863\n",
       "Total Current Assets                                 0  945.168  1108.84  1151.59  1279.98  1462.92  1883.44  1872.43   2315.7   3142.1\n",
       "Property, Plant & Equipment, Net                     0   71.708   75.558   92.065  141.586  173.917  172.151  166.886  189.629  206.105\n",
       "Long Term Investments & Receivables                  0  209.411  331.791  446.838  438.908    505.3  546.016   786.47   672.44  430.442\n",
       "Other Long Term Assets                               0  644.585  683.135  800.606  953.182  964.484  1182.96  1329.31  1357.41  1695.85\n",
       "Total Noncurrent Assets                              0  925.704  1090.48  1339.51  1533.68   1643.7  1901.13  2282.67  2219.48   2332.4\n",
       "Total Assets                                         0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49\n",
       "Liabilities                                          0        0        0        0        0        0        0        0        0        0\n",
       "Payables & Accruals                                  0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Accounts Payable                                     0   84.817  106.514  114.078  154.202  179.468  237.733  284.802  376.957  427.139\n",
       "Short Term Debt                                      0        0        0        0        0        0        0        0        0   23.806\n",
       "Other Short Term Liabilities                         0   481.45  573.287  712.227   831.51  968.618   1096.3  1274.38  1514.12  1854.56\n",
       "Deferred Revenue                                     0  480.572  572.637  711.408  830.486  966.832  1095.12  1272.91  1512.76  1853.72\n",
       "Miscellaneous Short Term Liabilities                 0    0.878     0.65    0.819    1.024    1.786    1.185    1.467    1.354    0.843\n",
       "Total Current Liabilities                            0  566.267  679.801  826.305  985.712  1148.09  1334.03  1559.18  1891.07  2305.51\n",
       "Long Term Debt                                       0        0        0        0        0        0  702.939  723.942  745.633  744.194\n",
       "Other Long Term Liabilities                          0  193.553  228.822  265.977  307.787  407.368  459.259  537.548  651.159  946.668\n",
       "Deferred Revenue                                     0  165.288  199.617  235.328  259.466  322.365  387.213  449.636  557.194  741.453\n",
       "Miscellaneous Long Term Liabilities                  0   28.265   29.205   30.649   48.321   85.003   72.046   87.912   93.965  205.215\n",
       "Total Noncurrent Liabilities                         0  193.553  228.822  265.977  307.787  407.368   1162.2  1261.49  1396.79  1690.86\n",
       "Total Liabilities                                    0   759.82  908.623  1092.28   1293.5  1555.45  2496.23  2820.67  3287.86  3996.37\n",
       "Preferred Equity                                     0        0        0        0        0        0        0        0        0        0\n",
       "Share Capital & Additional Paid-In Capital           0  1444.87  1610.26  1709.11  1802.92  1891.87  1963.87  2162.29  2294.49   2416.1\n",
       "Treasury Stock                                       0 -472.646 -562.792 -696.012 -816.674 -1056.42 -1515.29 -1853.14  -2311.8 -2525.07\n",
       "Retained Earnings                                    0  137.772   245.05  391.676   541.88  720.172  900.373  1099.74  1352.99  1619.69\n",
       "Other Equity                                         0    1.056   -1.819   -5.952   -7.967   -4.459  -60.621  -74.449  -88.352  -32.596\n",
       "Equity Before Minority Interest                      0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Equity                                         0  1111.05   1290.7  1398.82  1520.16  1551.16  1288.34  1334.43  1247.32  1478.12\n",
       "Total Liabilities & Equity                           0  1870.87  2199.32   2491.1  2813.66  3106.62  3784.57   4155.1  4535.19  5474.49"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_BS=df_BS[1:]\n",
    "df_BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_CF=df.iloc[index_CF-2:,1:]\n",
    "df_CF.columns=df_CF.iloc[0]\n",
    "df_CF.set_index('in million USD',inplace=True)\n",
    "df_CF=df_CF[1:]\n",
    "df_CF.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>51</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Net Income/Starting Line</th>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Depreciation &amp; Amortization</th>\n",
       "      <td>40.309</td>\n",
       "      <td>45.861</td>\n",
       "      <td>47.997</td>\n",
       "      <td>51.372</td>\n",
       "      <td>62.341</td>\n",
       "      <td>74.405</td>\n",
       "      <td>76.263</td>\n",
       "      <td>76.088</td>\n",
       "      <td>85.309</td>\n",
       "      <td>97.138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-Cash Items</th>\n",
       "      <td>31.593</td>\n",
       "      <td>21.947</td>\n",
       "      <td>56.285</td>\n",
       "      <td>100.370</td>\n",
       "      <td>108.591</td>\n",
       "      <td>137.658</td>\n",
       "      <td>178.423</td>\n",
       "      <td>210.382</td>\n",
       "      <td>240.117</td>\n",
       "      <td>192.640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Change in Working Capital</th>\n",
       "      <td>85.816</td>\n",
       "      <td>100.188</td>\n",
       "      <td>79.188</td>\n",
       "      <td>93.515</td>\n",
       "      <td>144.161</td>\n",
       "      <td>150.225</td>\n",
       "      <td>193.515</td>\n",
       "      <td>250.488</td>\n",
       "      <td>204.588</td>\n",
       "      <td>374.557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash from Operating Activities</th>\n",
       "      <td>236.439</td>\n",
       "      <td>255.249</td>\n",
       "      <td>290.748</td>\n",
       "      <td>391.883</td>\n",
       "      <td>465.297</td>\n",
       "      <td>540.580</td>\n",
       "      <td>628.402</td>\n",
       "      <td>736.323</td>\n",
       "      <td>783.717</td>\n",
       "      <td>923.138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Change in Fixed Assets &amp; Intangibles</th>\n",
       "      <td>-28.417</td>\n",
       "      <td>-33.112</td>\n",
       "      <td>-46.852</td>\n",
       "      <td>-51.618</td>\n",
       "      <td>-120.038</td>\n",
       "      <td>-97.559</td>\n",
       "      <td>-51.771</td>\n",
       "      <td>-55.517</td>\n",
       "      <td>-80.897</td>\n",
       "      <td>-101.687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Change in Long Term Investment</th>\n",
       "      <td>322.773</td>\n",
       "      <td>-241.323</td>\n",
       "      <td>19.440</td>\n",
       "      <td>-171.389</td>\n",
       "      <td>-134.127</td>\n",
       "      <td>-8.619</td>\n",
       "      <td>11.607</td>\n",
       "      <td>-327.313</td>\n",
       "      <td>0.134</td>\n",
       "      <td>325.899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Cash From Acquisitions &amp; Divestitures</th>\n",
       "      <td>-148.140</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-31.381</td>\n",
       "      <td>-135.210</td>\n",
       "      <td>-135.501</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-296.121</td>\n",
       "      <td>-125.709</td>\n",
       "      <td>-28.667</td>\n",
       "      <td>-300.877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Investing Activities</th>\n",
       "      <td>0.000</td>\n",
       "      <td>-1.768</td>\n",
       "      <td>3.938</td>\n",
       "      <td>-0.643</td>\n",
       "      <td>0.617</td>\n",
       "      <td>-2.084</td>\n",
       "      <td>11.282</td>\n",
       "      <td>-3.569</td>\n",
       "      <td>-0.703</td>\n",
       "      <td>-0.189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash from Investing Activities</th>\n",
       "      <td>146.216</td>\n",
       "      <td>-276.203</td>\n",
       "      <td>-54.855</td>\n",
       "      <td>-358.860</td>\n",
       "      <td>-389.049</td>\n",
       "      <td>-108.262</td>\n",
       "      <td>-325.003</td>\n",
       "      <td>-512.108</td>\n",
       "      <td>-110.133</td>\n",
       "      <td>-76.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash From (Repayment of) Debt</th>\n",
       "      <td>-565.627</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>-0.558</td>\n",
       "      <td>-1.027</td>\n",
       "      <td>-1.016</td>\n",
       "      <td>-1.304</td>\n",
       "      <td>786.987</td>\n",
       "      <td>-1.843</td>\n",
       "      <td>-1.684</td>\n",
       "      <td>-1.547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash From (Repurchase of) Equity</th>\n",
       "      <td>-21.975</td>\n",
       "      <td>-133.061</td>\n",
       "      <td>-5.703</td>\n",
       "      <td>-116.408</td>\n",
       "      <td>-109.184</td>\n",
       "      <td>-237.241</td>\n",
       "      <td>-532.628</td>\n",
       "      <td>-259.047</td>\n",
       "      <td>-435.980</td>\n",
       "      <td>-182.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other Financing Activities</th>\n",
       "      <td>48.439</td>\n",
       "      <td>23.714</td>\n",
       "      <td>16.041</td>\n",
       "      <td>-6.401</td>\n",
       "      <td>-15.765</td>\n",
       "      <td>-24.565</td>\n",
       "      <td>-111.726</td>\n",
       "      <td>-66.907</td>\n",
       "      <td>-66.529</td>\n",
       "      <td>-89.542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cash from Financing Activities</th>\n",
       "      <td>-539.163</td>\n",
       "      <td>-110.247</td>\n",
       "      <td>9.780</td>\n",
       "      <td>-123.836</td>\n",
       "      <td>-125.965</td>\n",
       "      <td>-263.110</td>\n",
       "      <td>142.633</td>\n",
       "      <td>-327.797</td>\n",
       "      <td>-504.193</td>\n",
       "      <td>-273.099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Cash Before FX</th>\n",
       "      <td>-156.508</td>\n",
       "      <td>-131.201</td>\n",
       "      <td>245.673</td>\n",
       "      <td>-90.813</td>\n",
       "      <td>-49.717</td>\n",
       "      <td>169.208</td>\n",
       "      <td>446.032</td>\n",
       "      <td>-103.582</td>\n",
       "      <td>169.391</td>\n",
       "      <td>573.185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Effect of Foreign Exchange Rates</th>\n",
       "      <td>-5.664</td>\n",
       "      <td>3.771</td>\n",
       "      <td>8.839</td>\n",
       "      <td>-2.600</td>\n",
       "      <td>-12.416</td>\n",
       "      <td>-9.550</td>\n",
       "      <td>-45.301</td>\n",
       "      <td>-16.113</td>\n",
       "      <td>-6.361</td>\n",
       "      <td>60.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Changes in Cash</th>\n",
       "      <td>-162.172</td>\n",
       "      <td>-127.430</td>\n",
       "      <td>254.512</td>\n",
       "      <td>-93.413</td>\n",
       "      <td>-62.133</td>\n",
       "      <td>159.658</td>\n",
       "      <td>400.731</td>\n",
       "      <td>-119.695</td>\n",
       "      <td>163.030</td>\n",
       "      <td>633.324</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "51                                          FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                     \n",
       "Net Income/Starting Line                    78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803\n",
       "Depreciation & Amortization                 40.309   45.861   47.997   51.372   62.341   74.405   76.263   76.088   85.309   97.138\n",
       "Non-Cash Items                              31.593   21.947   56.285  100.370  108.591  137.658  178.423  210.382  240.117  192.640\n",
       "Change in Working Capital                   85.816  100.188   79.188   93.515  144.161  150.225  193.515  250.488  204.588  374.557\n",
       "Cash from Operating Activities             236.439  255.249  290.748  391.883  465.297  540.580  628.402  736.323  783.717  923.138\n",
       "Change in Fixed Assets & Intangibles       -28.417  -33.112  -46.852  -51.618 -120.038  -97.559  -51.771  -55.517  -80.897 -101.687\n",
       "Net Change in Long Term Investment         322.773 -241.323   19.440 -171.389 -134.127   -8.619   11.607 -327.313    0.134  325.899\n",
       "Net Cash From Acquisitions & Divestitures -148.140    0.000  -31.381 -135.210 -135.501    0.000 -296.121 -125.709  -28.667 -300.877\n",
       "Other Investing Activities                   0.000   -1.768    3.938   -0.643    0.617   -2.084   11.282   -3.569   -0.703   -0.189\n",
       "Cash from Investing Activities             146.216 -276.203  -54.855 -358.860 -389.049 -108.262 -325.003 -512.108 -110.133  -76.854\n",
       "Cash From (Repayment of) Debt             -565.627   -0.900   -0.558   -1.027   -1.016   -1.304  786.987   -1.843   -1.684   -1.547\n",
       "Cash From (Repurchase of) Equity           -21.975 -133.061   -5.703 -116.408 -109.184 -237.241 -532.628 -259.047 -435.980 -182.010\n",
       "Other Financing Activities                  48.439   23.714   16.041   -6.401  -15.765  -24.565 -111.726  -66.907  -66.529  -89.542\n",
       "Cash from Financing Activities            -539.163 -110.247    9.780 -123.836 -125.965 -263.110  142.633 -327.797 -504.193 -273.099\n",
       "Net Cash Before FX                        -156.508 -131.201  245.673  -90.813  -49.717  169.208  446.032 -103.582  169.391  573.185\n",
       "Effect of Foreign Exchange Rates            -5.664    3.771    8.839   -2.600  -12.416   -9.550  -45.301  -16.113   -6.361   60.139\n",
       "Net Changes in Cash                       -162.172 -127.430  254.512  -93.413  -62.133  159.658  400.731 -119.695  163.030  633.324"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_CF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_PL.to_pickle(\"RedHat_PL.pkl\")\n",
    "df_BS.to_pickle(\"RedHat_BS.pkl\")\n",
    "df_CF.to_pickle(\"RedHat_CF.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11f051e48>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_PL.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2</th>\n",
       "      <th>FY '08</th>\n",
       "      <th>FY '09</th>\n",
       "      <th>FY '10</th>\n",
       "      <th>FY '11</th>\n",
       "      <th>FY '12</th>\n",
       "      <th>FY '13</th>\n",
       "      <th>FY '14</th>\n",
       "      <th>FY '15</th>\n",
       "      <th>FY '16</th>\n",
       "      <th>FY '17</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in million USD</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Revenue</th>\n",
       "      <td>652.572</td>\n",
       "      <td>748.236</td>\n",
       "      <td>909.277</td>\n",
       "      <td>1133.1</td>\n",
       "      <td>1328.82</td>\n",
       "      <td>1534.62</td>\n",
       "      <td>1789.49</td>\n",
       "      <td>2052.23</td>\n",
       "      <td>2411.8</td>\n",
       "      <td>2920.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost of revenue</th>\n",
       "      <td>-106.126</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>-431.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross Profit</th>\n",
       "      <td>546.446</td>\n",
       "      <td>634.391</td>\n",
       "      <td>758.99</td>\n",
       "      <td>954.555</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>2488.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Expenses</th>\n",
       "      <td>-463.925</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>-2016.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Operating Income (Loss)</th>\n",
       "      <td>82.521</td>\n",
       "      <td>109.099</td>\n",
       "      <td>145.676</td>\n",
       "      <td>199.913</td>\n",
       "      <td>204.18</td>\n",
       "      <td>234.46</td>\n",
       "      <td>249.994</td>\n",
       "      <td>288.048</td>\n",
       "      <td>332.245</td>\n",
       "      <td>472.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Non-Operating Income (Loss)</th>\n",
       "      <td>39.011</td>\n",
       "      <td>21.153</td>\n",
       "      <td>8.018</td>\n",
       "      <td>8.096</td>\n",
       "      <td>8.714</td>\n",
       "      <td>7.259</td>\n",
       "      <td>5.504</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>2.259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss), Adjusted</th>\n",
       "      <td>121.532</td>\n",
       "      <td>130.252</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>212.894</td>\n",
       "      <td>241.719</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abnormal Gains (Losses)</th>\n",
       "      <td>0</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pretax Income (Loss)</th>\n",
       "      <td>121.532</td>\n",
       "      <td>121.502</td>\n",
       "      <td>153.694</td>\n",
       "      <td>208.009</td>\n",
       "      <td>209.752</td>\n",
       "      <td>239.548</td>\n",
       "      <td>255.498</td>\n",
       "      <td>274.865</td>\n",
       "      <td>320.18</td>\n",
       "      <td>474.701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Income Tax (Expense) Benefit, net</th>\n",
       "      <td>-42.811</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>-215.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Net Income Available to Common Shareholders</th>\n",
       "      <td>78.721</td>\n",
       "      <td>87.253</td>\n",
       "      <td>107.278</td>\n",
       "      <td>146.626</td>\n",
       "      <td>150.204</td>\n",
       "      <td>178.292</td>\n",
       "      <td>180.201</td>\n",
       "      <td>199.365</td>\n",
       "      <td>253.703</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2                                             FY '08   FY '09   FY '10   FY '11   FY '12   FY '13   FY '14   FY '15   FY '16   FY '17\n",
       "in million USD                                                                                                                       \n",
       "Revenue                                      652.572  748.236  909.277   1133.1  1328.82  1534.62  1789.49  2052.23   2411.8  2920.46\n",
       "Cost of revenue                             -106.126 -113.845 -150.287 -178.548   -200.6   -232.6 -273.199 -309.629 -354.378 -431.797\n",
       "Gross Profit                                 546.446  634.391   758.99  954.555  1128.22  1302.02  1516.29   1742.6  2057.43  2488.66\n",
       "Operating Expenses                          -463.925 -525.292 -613.314 -754.642 -924.037 -1067.56  -1266.3 -1454.55 -1725.18 -2016.22\n",
       "Operating Income (Loss)                       82.521  109.099  145.676  199.913   204.18   234.46  249.994  288.048  332.245  472.442\n",
       "Non-Operating Income (Loss)                   39.011   21.153    8.018    8.096    8.714    7.259    5.504  -13.183  -12.065    2.259\n",
       "Pretax Income (Loss), Adjusted               121.532  130.252  153.694  208.009  212.894  241.719  255.498  274.865   320.18  474.701\n",
       "Abnormal Gains (Losses)                            0    -8.75        0        0   -3.142   -2.171        0        0        0        0\n",
       "Pretax Income (Loss)                         121.532  121.502  153.694  208.009  209.752  239.548  255.498  274.865   320.18  474.701\n",
       "Income Tax (Expense) Benefit, net            -42.811  -34.249  -46.416  -61.383  -59.548  -61.256  -75.297    -75.5  -66.477 -215.898\n",
       "Net Income Available to Common Shareholders   78.721   87.253  107.278  146.626  150.204  178.292  180.201  199.365  253.703  258.803"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>in million USD</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Cost of revenue</th>\n",
       "      <th>Gross Profit</th>\n",
       "      <th>Operating Expenses</th>\n",
       "      <th>Operating Income (Loss)</th>\n",
       "      <th>Non-Operating Income (Loss)</th>\n",
       "      <th>Pretax Income (Loss), Adjusted</th>\n",
       "      <th>Abnormal Gains (Losses)</th>\n",
       "      <th>Pretax Income (Loss)</th>\n",
       "      <th>Income Tax (Expense) Benefit, net</th>\n",
       "      <th>Net Income Available to Common Shareholders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FY '08</th>\n",
       "      <td>652.572</td>\n",
       "      <td>-106.126</td>\n",
       "      <td>546.446</td>\n",
       "      <td>-463.925</td>\n",
       "      <td>82.521</td>\n",
       "      <td>39.011</td>\n",
       "      <td>121.532</td>\n",
       "      <td>0</td>\n",
       "      <td>121.532</td>\n",
       "      <td>-42.811</td>\n",
       "      <td>78.721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '09</th>\n",
       "      <td>748.236</td>\n",
       "      <td>-113.845</td>\n",
       "      <td>634.391</td>\n",
       "      <td>-525.292</td>\n",
       "      <td>109.099</td>\n",
       "      <td>21.153</td>\n",
       "      <td>130.252</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>121.502</td>\n",
       "      <td>-34.249</td>\n",
       "      <td>87.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '10</th>\n",
       "      <td>909.277</td>\n",
       "      <td>-150.287</td>\n",
       "      <td>758.99</td>\n",
       "      <td>-613.314</td>\n",
       "      <td>145.676</td>\n",
       "      <td>8.018</td>\n",
       "      <td>153.694</td>\n",
       "      <td>0</td>\n",
       "      <td>153.694</td>\n",
       "      <td>-46.416</td>\n",
       "      <td>107.278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '11</th>\n",
       "      <td>1133.1</td>\n",
       "      <td>-178.548</td>\n",
       "      <td>954.555</td>\n",
       "      <td>-754.642</td>\n",
       "      <td>199.913</td>\n",
       "      <td>8.096</td>\n",
       "      <td>208.009</td>\n",
       "      <td>0</td>\n",
       "      <td>208.009</td>\n",
       "      <td>-61.383</td>\n",
       "      <td>146.626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '12</th>\n",
       "      <td>1328.82</td>\n",
       "      <td>-200.6</td>\n",
       "      <td>1128.22</td>\n",
       "      <td>-924.037</td>\n",
       "      <td>204.18</td>\n",
       "      <td>8.714</td>\n",
       "      <td>212.894</td>\n",
       "      <td>-3.142</td>\n",
       "      <td>209.752</td>\n",
       "      <td>-59.548</td>\n",
       "      <td>150.204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '13</th>\n",
       "      <td>1534.62</td>\n",
       "      <td>-232.6</td>\n",
       "      <td>1302.02</td>\n",
       "      <td>-1067.56</td>\n",
       "      <td>234.46</td>\n",
       "      <td>7.259</td>\n",
       "      <td>241.719</td>\n",
       "      <td>-2.171</td>\n",
       "      <td>239.548</td>\n",
       "      <td>-61.256</td>\n",
       "      <td>178.292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '14</th>\n",
       "      <td>1789.49</td>\n",
       "      <td>-273.199</td>\n",
       "      <td>1516.29</td>\n",
       "      <td>-1266.3</td>\n",
       "      <td>249.994</td>\n",
       "      <td>5.504</td>\n",
       "      <td>255.498</td>\n",
       "      <td>0</td>\n",
       "      <td>255.498</td>\n",
       "      <td>-75.297</td>\n",
       "      <td>180.201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '15</th>\n",
       "      <td>2052.23</td>\n",
       "      <td>-309.629</td>\n",
       "      <td>1742.6</td>\n",
       "      <td>-1454.55</td>\n",
       "      <td>288.048</td>\n",
       "      <td>-13.183</td>\n",
       "      <td>274.865</td>\n",
       "      <td>0</td>\n",
       "      <td>274.865</td>\n",
       "      <td>-75.5</td>\n",
       "      <td>199.365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '16</th>\n",
       "      <td>2411.8</td>\n",
       "      <td>-354.378</td>\n",
       "      <td>2057.43</td>\n",
       "      <td>-1725.18</td>\n",
       "      <td>332.245</td>\n",
       "      <td>-12.065</td>\n",
       "      <td>320.18</td>\n",
       "      <td>0</td>\n",
       "      <td>320.18</td>\n",
       "      <td>-66.477</td>\n",
       "      <td>253.703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FY '17</th>\n",
       "      <td>2920.46</td>\n",
       "      <td>-431.797</td>\n",
       "      <td>2488.66</td>\n",
       "      <td>-2016.22</td>\n",
       "      <td>472.442</td>\n",
       "      <td>2.259</td>\n",
       "      <td>474.701</td>\n",
       "      <td>0</td>\n",
       "      <td>474.701</td>\n",
       "      <td>-215.898</td>\n",
       "      <td>258.803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "in million USD  Revenue Cost of revenue Gross Profit Operating Expenses Operating Income (Loss) Non-Operating Income (Loss) Pretax Income (Loss), Adjusted Abnormal Gains (Losses) Pretax Income (Loss) Income Tax (Expense) Benefit, net Net Income Available to Common Shareholders\n",
       "2                                                                                                                                                                                                                                                                                    \n",
       "FY '08          652.572        -106.126      546.446           -463.925                  82.521                      39.011                        121.532                       0              121.532                           -42.811                                      78.721\n",
       "FY '09          748.236        -113.845      634.391           -525.292                 109.099                      21.153                        130.252                   -8.75              121.502                           -34.249                                      87.253\n",
       "FY '10          909.277        -150.287       758.99           -613.314                 145.676                       8.018                        153.694                       0              153.694                           -46.416                                     107.278\n",
       "FY '11           1133.1        -178.548      954.555           -754.642                 199.913                       8.096                        208.009                       0              208.009                           -61.383                                     146.626\n",
       "FY '12          1328.82          -200.6      1128.22           -924.037                  204.18                       8.714                        212.894                  -3.142              209.752                           -59.548                                     150.204\n",
       "FY '13          1534.62          -232.6      1302.02           -1067.56                  234.46                       7.259                        241.719                  -2.171              239.548                           -61.256                                     178.292\n",
       "FY '14          1789.49        -273.199      1516.29            -1266.3                 249.994                       5.504                        255.498                       0              255.498                           -75.297                                     180.201\n",
       "FY '15          2052.23        -309.629       1742.6           -1454.55                 288.048                     -13.183                        274.865                       0              274.865                             -75.5                                     199.365\n",
       "FY '16           2411.8        -354.378      2057.43           -1725.18                 332.245                     -12.065                         320.18                       0               320.18                           -66.477                                     253.703\n",
       "FY '17          2920.46        -431.797      2488.66           -2016.22                 472.442                       2.259                        474.701                       0              474.701                          -215.898                                     258.803"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PL=df_PL.T\n",
    "df_PL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11f43e400>"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_PL.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11f84f898>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dFxUVxdGjR3FwcCA+Pp7w8HD27t2LmZkZQ4cOZcWKFXTt2pWGDRsyc+ZMAMLDw5k4ceJD2/fr149bt27h5+fHxx9/zHvvvcfixYv54IMPHnqNtmzZQkJCAlFRUaiqSocOHdi9ezf+/v6Pu/pCCCGEEKKYSb11m5m/HWf1gXNUtLXgfz3r085dKn1Pq+gnfy+YiIgIevbsiUajoWLFijRr1owDBw7g4+PDgAEDyM3NJTg4GK1W+8h+Dhw4QEBAAHZ2dgD07t2b3bt3Exwc/MjjfH19cXBwAGD79u3ExMTg4+MDQFZWFhUqVMDOzo5atWrx559/UqdOHU6cOEHjxo1ZsGDBA9sDmJub065dOwC8vLzYunXrI+PYsmULW7ZsoX79+gBkZGSQkJAgyZ8QQgghhDDQ6VXCD5xj5u/HycjOI9S/FiMC62Atlb5nUvSv2iMqdIXFxcXlnqmO/6Sq6gO3+/v7s3v3bjZv3kzfvn0ZO3Ys/fr1e+gYD+vncUqW/L+HW6qqSv/+/ZkxY8Z97bp3784PP/yAo6MjnTp1QlGUR7Y3MzMz/OZFo9GQl5cHgKmpKXq93jDe7du3Da8nTJjAW2+99UznIYQQQgghirbD524wacNRDp9Po4FDWT4KdqVuRRtjh/VSk3v+CkGLFi3Iyclh8eLFhm0HDhzgjz/+wN/fn/DwcHQ6HVevXmX37t34+vqSlJREhQoVGDRoEG+++SYHDx4E8pOq3Nzc+8Zo0KABf/zxBykpKeh0OlatWkWzZs2eKs7AwEDWrFlDcnIyAKmpqSQlJQHQuXNn1q9fz6pVq+jevftj2z+Mvb09MTExAGzYsMFwLq1atWLJkiVkZGQAcOHCBUO/QgghhBCi+Lp+6zbvr/uL4C/3cjEtmy96aFkd6ieJXwEo+pU/I1AUhXXr1vHOO+/wySefYGlpib29PXPnzsXf35/IyEg8PDxQFIWZM2dSqVIlli5dyqxZszAzM8Pa2pply5YBEBoairu7O56enqxYscIwRuXKlZkxYwbNmzdHVVXatGlDx44dnypOZ2dnpk2bRlBQEHq9HjMzMxYsWEDNmjUpU6YMzs7OxMXF4evr+9j2DzNo0CA6duyIr68vgYGBhspjUFAQ8fHxNGzYEMhfCGb58uWGaaRCCCGEEKJ40etVfow5xye/Hudmdh4DGjvwzqt1sLE0M3ZoRYbyrNMHXxTe3t5qdHT0Pdvi4+NxcnIyUkRCiJeZfH8IIYQQ/72jF9L4YP1RYs/dwMe+DFM7uuJU2dbYYb00FEWJUVX1/tUe/0Uqf0IIIYQQQgijSMvMZfaWEyzfn0S5kuZ8/roHnepXlVU8C4kkf0IIIYQQQoj/lF6vsvbgeT759TjXM2/Tv6E9o1rWpZSVTPEsTJL8CSGEEEIIIf4zxy6mMWnDMWKSruNVswzfd2yAcxWZ4vlfkORPCCGEEEIIUejSsnKZs/UkyyITKVPCnNndPOhcvyomJjLF878iyZ8QQgghhBCi0KiqyrpDF5j+y3FSb+XQx68mo1vWo1QJmeL5X5PkTwghhBBCCFEojl++yf9bf5QDidepX6M0YW/44Fq1lLHDKrbkIe+F5MqVK/Tq1YtatWrh5eVFw4YNWbdu3X8y9pQpU6hatSparRZXV1c2btz4VMfn5OTw6quvotVqCQ8PZ+DAgcTFxQEwffr0wghZCCGEEEIUITezc5n6cxxt50Vw+uotZnZxZ+3gRpL4GZlU/gqBqqoEBwfTv39/Vq5cCUBSUtIDk7C8vDxMTQv+Yxg1ahRjxowhPj6epk2bkpycjInJ/+X6jxr30KFD5ObmEhsbC0D37t0N+6ZPn877779f4PEKIYQQQoiXn6qqbIi9yMe/xJOSkUMv3xqMbVWP0iXMjR2aQCp/hWLHjh2Ym5szePBgw7aaNWvy9ttvAxAWFka3bt1o3749QUFBqKrK2LFjcXV1xc3NjfDwcAAuXbqEv7+/oYK3Z88edDodISEhhrZz5sx5ZCxOTk6YmpqSkpJCSEgI7777Ls2bN2fcuHGkpqYSHByMu7s7fn5+HDlyhOTkZPr06UNsbCxarZbTp08TEBBAdHQ048ePJysrC61WS+/evQvvAgohhBBCiJfOicvpdF/0J++Ex1KllCUbhjXm405ukvi9QIp85e/TqE85nnq8QPt0LOvION9xD91/7NgxPD09H9lHZGQkR44coWzZsqxdu5bY2FgOHz5MSkoKPj4++Pv7s3LlSlq1asXEiRPR6XRkZmYSGxvLhQsXOHr0KAA3btx45Dj79+/HxMQEOzs7AE6ePMm2bdvQaDS8/fbb1K9fn/Xr17Njxw769etHbGws33zzDbNnz2bTpk339PXJJ58wf/58Q0VQCCGEEEKIjJw8vth2kiV7E7GxNGVGZze6e1eXVTxfQEU++XsRDBs2jIiICMzNzTlw4AAALVu2pGzZsgBERETQs2dPNBoNFStWpFmzZhw4cAAfHx8GDBhAbm4uwcHBaLVaatWqxZkzZ3j77bdp27YtQUFBDxxzzpw5LF++HBsbG8LDw1GU/H983bp1Q6PRGMZdu3YtAC1atODatWukpaUV9uUQQgghhBBFgKqq/HzkEh9vjiM5PYcePtUZ28qRsiWl0veiKvLJ36MqdIXFxcXFkFQBLFiwgJSUFLy9vQ3bSpYsaXitquoD+/H392f37t1s3ryZvn37MnbsWPr168fhw4f5/fffWbBgAT/88ANLliy579i79/z92+PGvZskCiGEEEII8TAJV9KZtOEYkWeu4Va1FAv7eFG/RhljhyUeQ+75KwQtWrQgOzubr776yrAtMzPzoe39/f0JDw9Hp9Nx9epVdu/eja+vL0lJSVSoUIFBgwbx5ptvcvDgQVJSUtDr9XTp0oWPPvqIgwcPPnOc/v7+rFixAoBdu3ZRvnx5bG1tH3mMmZkZubm5zzymEEIIIYR4ed3KyWPGr/G89sUe4i7dZFqwK+uHNZbE7yVR5Ct/xqAoCuvXr2fUqFHMnDkTOzs7SpYsyaeffvrA9p06dSIyMhIPDw8URWHmzJlUqlSJpUuXMmvWLMzMzLC2tmbZsmVcuHCBN954A71eD8CMGTOeOc4pU6bwxhtv4O7uTokSJVi6dOljjwkNDcXd3R1PT09D4iiEEEIIIYo2VVX55a/LfLQpjss3s3nduxrjWjtSztrC2KGJp6A8bMrhy8Lb21uNjo6+Z1t8fDxOTk5GikgI8TKT7w8hhBDiXqevZjB5wzEiTqXgXNmWj4Jd8aoplb4XiaIoMaqqej+unVT+hBBCCCGEEPfJvJ3H/B2nWLznDJZmGqZ2dKF3g5poZBXPl5Ykf0IIIYQQQggDVVX5/dhlpv4cx8W0bLp65U/xtLORKZ4vO0n+hBBCCCGEEAD8nXKLyRuPsfvkVRwr2TCvZ3287csaOyxRQCT5E0IIIYQQopjLuq3jy12n+PqPM1iYmjC5vTN9/WpiqpGHAwCcvXmWhYcX0t+lP/XK1jN2OM9Mkj8hhBBCCCGKKVVV2Rp3hQ9/juPCjSw616/K+DaOVLCxNHZoL4QLGRf4+vDXbDy9ETMTMxpWaSjJnxBCCCGEEOLlknTtFlM2HmPniavUq2hDeKgfDWqVM3ZYL4TLty6z6Mgi1iWsw0QxoYdjDwa6DaS8VXljh/ZcJPkrJOfPn2fYsGHExcWh1+tp164ds2bNwtzcvFDHDQsLIygoiCpVqgAwcOBA3n33XZydnZ+7b41Gg5ubm+F9jx49GD9+/HP3K4QQQggh/jvZuTq+2nWar/44jbnGhA/aOtG/kT1mMsWTq5lX+eavb/jx5I+oqHSp24WBbgOpVLKSsUMrEJL8FQJVVencuTNDhgxhw4YN6HQ6QkNDmThxIrNmzXru/nU6HRqN5oH7wsLCcHV1NSR/33zzzXOPd5eVlRWxsbEF1p8QQgghhPhvbY+/wpSfj3EuNYuO2iq838aJirYyxfNa1jWWHF1C+Ilw8vR5BL8STKh7KFWsqxg7tAIl6X0h2LFjB5aWlrzxxhtAfsVszpw5LFmyhMzMTMLCwujYsSOtW7emXr16fPjhh4Zjly9fjq+vL1qtlrfeegudTgeAtbU1kyZNokGDBkRGRjJ16lR8fHxwdXUlNDQUVVVZs2YN0dHR9O7dG61WS1ZWFgEBAURHRxv6mDhxIh4eHvj5+XHlyhUATp8+jZ+fHz4+PkyaNAlra+snPte0tDTq1avHiRMnAOjZsyeLFy82jDd69Gg8PT0JDAzk6tWrhvFat26Nl5cXTZs25fjx4wCEhIQwYsQIGjVqRK1atVizZg0Aly5dwt/fH61Wi6urK3v27AFgy5YtNGzYEE9PT7p160ZGRgYA48ePx9nZGXd3d8aMGfMMn6AQQgghRNFyLjWTgUsP8ObSaCxNNawa5McXPeoX+8TvRvYN5sbM5bWfXmN5/HJa2bfi5+CfmdJoSpFL/KAYVP4uT59OTvzxAu3TwsmRSu+//9D9x44dw8vL655ttra21KhRg1OnTgEQFRXF0aNHKVGiBD4+PrRt25aSJUsSHh7O3r17MTMzY+jQoaxYsYJ+/fpx69YtXF1dmTp1KgDOzs5MmjQJgL59+7Jp0ya6du3K/PnzmT17Nt7e3vfFdevWLfz8/Pj444957733WLx4MR988AEjR45k5MiR9OzZk4ULFz70vLKystBqtYb3EyZMoHv37syfP5+QkBBGjhzJ9evXGTRokGE8T09PPvvsM6ZOncqHH37I/PnzCQ0NZeHChdSpU4f9+/czdOhQduzYAeQnehERERw/fpwOHTrQtWtXVq5cSatWrZg4cSI6nY7MzExSUlKYNm0a27Zto2TJknz66ad8/vnnDB8+nHXr1nH8+HEUReHGjRtP8pEKIYQQQhRJ2bk6Fu0+w4Kdp9CYKLzfxpE3GjsU+ymeN2/fZNmxZSyPX05mbiatHVozxGMIDqUcjB1aoSryyZ8xqKqKoiiP3N6yZUvKlcu/obZz585ERERgampKTEwMPj4+QH6yVaFCBSC/etilSxdDXzt37mTmzJlkZmaSmpqKi4sL7du3f2Rc5ubmtGvXDgAvLy+2bt0KQGRkJOvXrwegV69eD62WPWzaZ8uWLfnxxx8ZNmwYhw8fNmw3MTGhe/fuAPTp04fOnTuTkZHBvn376Natm6FdTk6O4XVwcDAmJiY4OzsbKpM+Pj4MGDCA3NxcgoOD0Wq1/PHHH8TFxdG4cWMAbt++TcOGDbG1tcXS0pKBAwfStm1bw/kKIYQQQhQ3O08kM2XjMZKuZdLOvTIT2zpRuZSVscMyqozbGSyPX86yY8tIz02nZc2WDPEYQp0ydYwd2n+iyCd/j6rQFRYXFxfWrl17z7abN29y7tw5ateuTUxMzH3JoaIoqKpK//79mTFjxn19WlpaGu7zy87OZujQoURHR1O9enWmTJlCdnb2Y+MyMzMzjKvRaMjLy3vWU7yHXq8nPj4eKysrUlNTqVat2gPbKYqCXq+ndOnSD7130MLCwvBaVVUA/P392b17N5s3b6Zv376MHTuWMmXK0LJlS1atWnVfH1FRUWzfvp3Vq1czf/58Q1VRCCGEEKKo0+lVdhxPJmzf3+w9dY3adiVZMbABjV95uVepfF6ZuZmsOr6K7459R1pOGgHVAximHYZjWUdjh/afKt713kISGBhIZmYmy5YtA/IXaBk9ejQhISGUKFECgK1bt5KamkpWVhbr16+ncePGBAYGsmbNGpKTkwFITU0lKSnpvv7vJnrly5cnIyPDcG8cgI2NDenp6U8Vr5+fnyFZXb169VOf75w5c3BycmLVqlWGCh3kJ4V3Y1u5ciVNmjTB1tYWBwcHfvzxRyA/wftntfBBkpKSqFChAoMGDeLNN9/k4MGD+Pn5sXfvXsM02szMTE6ePElGRgZpaWm0adOGuXPnygI1QgghhCgWbmTeZtHu0zSbtZNBy6I5c/UWE9s48etI/2Kd+GXnZbPs2DJe++k15h6ci1t5N1a1XcX/Wvyv2CV+UAwqf8agKArr1q1j6NChfPTRR+j1etq0acP06dMNbZo0aULfvn05deoUvXr1MtyjN23aNIKCgtDr9ZiZmbFgwQJq1qx5T/+lS5dm0KBBuLkFYX8jAAAgAElEQVS5YW9vb5gmCvmLpgwePBgrKysiIyOfKN65c+fSp08fPvvsM9q2bUupUqUe2O7f9/y1bt2aAQMG8M033xAVFYWNjQ3+/v5MmzaNDz/8kJIlSxrufyxVqhTh4eEArFixgiFDhjBt2jRyc3Pp0aMHHh4eD41v165dzJo1CzMzM6ytrVm2bBl2dnaEhYXRs2dPw7TRadOmYWNjQ8eOHcnOzkZVVebMmfNE10AIIYQQ4mV0/PJNlu5LZN2hC2Tn6vF1KMv7bZwIcq6IaTG+r++27jZrTq7hm7++4WrWVRpUbsBw7XC0FbSPP7gIU+5OrXtZeXt7q3dXs7wrPj4eJycnI0X0eGFhYURHRzN//nxjhwLkV82srKxQFIXVq1ezatUqNmzY8Nz9WltbG1bgFOJl8aJ/fwghhBB5Oj1b464Qti+R/X+nYmlmQrC2Kv0a2uNcxdbY4RlVri6XdafWsejIIq5kXsGzgifD6w/Hp5LP4w9+iSmKEqOq6v0rPv6LVP4EMTExDB8+HFVVKV26NEuWLDF2SEIIIYQQ4l+uZeSw+sA5lv+ZxKW0bKqWtmLCa45096lO6RLmxg7PqPL0efx8+me+PvI1FzIu4G7nzkeNP8Kvst8DF2IsrqTyJ4QQ/yDfH0IIIV40Ry+kEbYvkY2HL3I7T0/jV8rRv6E9gU4V0ZgU78RGp9fxy9+/sPDwQs6mn8WlnAvDtMNoUrVJsUr6pPInhBBCCCHESypXp+fXo5dZui+RmKTrlDDX8Lp3Nfo3tKdORRtjh2d0elXPlqQtfBX7FWfSzlC3TF2+aP4Fzas3L1ZJ39OS5E8IIYQQQogXRHJ6Nqv2n2PF/iSS03OoWa4E/6+dM129qlHKyszY4RmdqqrsOLuDBYcXkHA9gdqlavNZs894tearmCjFd4GbJyXJnxBCCCGEEEZ26Ox1wvYl8stfl8jVqTSra8enXexpVtcOk2I+tRPyk77d53ezIHYB8anx2Nva80nTT2ht3xqNicbY4b00JPkTQgghhBDCCHLydGw+coml+xI5fD4NawtTejeoSb+GNallZ23s8F4IqqoSeTGSBbELOJJyhGrW1ZjWeBpta7XF1ERSmaclV6yQnD9/nmHDhhEXF4der6ddu3bMmjULc/PCXYkpLCyMoKAgqlSpAsDAgQN59913cXZ2fu6+X/RHN6xfv54jR44wadIkpkyZgrW1NWPGjCnQMebPn0/JkiV54403CrRfIYQQQhQfl9OyWbE/iVVRZ0nJuE1tu5JM7ehCZ89qWFvIj+d3RV2KYkHsAg4mH6RyycpMaTiFDq90wMxEpr8+K/nbVQhUVaVz584MGTKEDRs2oNPpCA0NZeLEicyaNeu5+9fpdGg0Dy5vh4WF4erqakj+vvnmm+ce72Uxc+ZMNm7cWKhjDBgwgMaNG0vyJ4QQQoinoqoqBxKvs3RfIr8du4xeVQl0rED/RvY0eaW8LFLyD4eSDzH/0HyiLkdRwaoCExtMpHOdzphrivfjLAqC3BVZCHbs2IGlpaUhQdBoNMyZM4clS5aQmZlJWFgYHTt2pHXr1tSrV48PP/zQcOzy5cvx9fVFq9Xy1ltvodPpgPyq26RJk2jQoAGRkZFMnToVHx8fXF1dCQ0NRVVV1qxZQ3R0NL1790ar1ZKVlUVAQAB3H4VhbW3NxIkT8fDwwM/PjytXrgBw+vRp/Pz88PHxYdKkSVhbP3qawa5duwgICKBr1644OjrSu3dv7j4y5MCBAzRq1AgPDw98fX1JT08nOzubN954Azc3N+rXr8/OnTuB/EQ1ODiY9u3b4+DgwPz58/n888+pX78+fn5+pKamGuJr3bo1Xl5eNG3alOPHj98X08mTJ7GwsKB8+fKPjP3zzz/H1dUVV1dX5s6dC8CtW7do27YtHh4euLq6Eh4eDsD48eNxdnbG3d3dUEEsUaIE9vb2REVFPXIcIYQQQgiA7Fwd4QfO0nZeBK9/HcmehKsMaGzPH2Oa801/H5rWsZPE746/rv7FW1vfot+v/Th94zTjfMbxS5df6OHYQxK/AlLkK397fjhJyrmCnapYvro1TV+v+9D9x44dw8vL655ttra21KhRg1OnTgEQFRXF0aNHKVGiBD4+PrRt25aSJUsSHh7O3r17MTMzY+jQoaxYsYJ+/fpx69YtXF1dmTp1KgDOzs5MmjQJgL59+7Jp0ya6du3K/PnzmT17Nt7e9z/m49atW/j5+fHxxx/z3nvvsXjxYj744ANGjhzJyJEj6dmzJwsXLnyia3Do0CGOHTtGlSpVaNy4MXv37sXX15fu3bsTHh6Oj48PN2/exMrKii+++AKAv/76i+PHjxMUFMTJkycBOHr0KIcOHSI7O5tXXnmFTz/9lEOHDjFq1CiWLVvGO++8Q2hoKAsXLqROnTrs37+foUOHsmPHjnvi2bt3L56eno+MOSYmhu+++479+/ejqioNGjSgWbNmnDlzhipVqrB582YA0tLSSE1NZd26dRw/fhxFUbhx44ahH29vb/bs2YOvr+8TXSshhBBCFD/nr2fy/Z9JhB84x43MXOpVtGF6JzeC61ehhHmR/xH8qcRdi+PL2C/54/wflLYozbte79K9XndKmJUwdmhFjvzNKwSqqj7wNzj/3N6yZUvKlSsHQOfOnYmIiMDU1JSYmBh8fHwAyMrKokKFCkB+9bBLly6Gvnbu3MnMmTPJzMwkNTUVFxcX2rdv/8i4zM3NadeuHQBeXl5s3boVgMjISNavXw9Ar169nug+OV9fX6pVqwaAVqslMTGRUqVKUblyZUP8tra2AERERPD2228D4OjoSM2aNQ3JX/PmzbGxscHGxoZSpUoZzsHNzY0jR46QkZHBvn376Natm2HsnJyc++K5dOkSdnZ2j4w5IiKCTp06UbJkSSD/uu/Zs4fWrVszZswYxo0bR7t27WjatCl5eXlYWloycOBA2rZta7huABUqVHhg9VEIIYQQxZuqqkSevkbYvkS2xefPsApyrkT/Rvb41SorFb5/OXn9JF/Gfsn2s9uxNbdlRP0R9HLqRUmzksYOrcgq8snfoyp0hcXFxYW1a9fes+3mzZucO3eO2rVrExMTc98/fkVRUFWV/v37M2PGjPv6tLS0NNznl52dzdChQ4mOjqZ69epMmTKF7Ozsx8ZlZmZmGFej0ZCXl/esp4iFhYXh9d2+HpX0Pkk/JiYmhvcmJibk5eWh1+spXbo0sbGxj4zHysqKtLS0R7Z5WBx169YlJiaGX375hQkTJhAUFMSkSZOIiopi+/btrF69mvnz5xuqjdnZ2VhZWT1yLCGEEEIUH5m38/jp4AWWRSZy8koGZUqY8Vaz2vTxq0nV0vIzw7+duXGGLw9/ye+Jv2NtZs1Qj6H0ce6Djbk8vL6wyT1/hSAwMJDMzEyWLVsG5C/QMnr0aEJCQihRIr98vXXrVlJTU8nKymL9+vU0btyYwMBA1qxZQ3JyMgCpqakkJSXd1//dRK98+fJkZGSwZs0awz4bGxvS09OfKl4/Pz9Dsrp69eqnP+E7HB0duXjxIgcOHAAgPT2dvLw8/P39WbFiBZB/b97Zs2epV6/eE/Vpa2uLg4MDP/74I5CfwB0+fPi+dk5OToYptQ/j7+/P+vXryczM5NatW6xbt46mTZty8eJFSpQoQZ8+fRgzZgwHDx4kIyODtLQ02rRpw9y5c+9JPk+ePImrq+sTxS+EEEKIoivp2i0+2hRHg+nb+WD9Ucw0Jszs6k7khEDGtXaUxO9fzt48y4Q9E+i0sRO7z+9mkNsgfuvyG0O0QyTx+48U+cqfMSiKwrp16xg6dCgfffQRer2eNm3aMH36dEObJk2a0LdvX06dOkWvXr0M9+hNmzaNoKAg9Ho9ZmZmLFiwgJo1a97Tf+nSpRk0aBBubm7Y29sbplkChISEMHjwYKysrIiMjHyieOfOnUufPn347LPPaNu2LaVKlXqm8zY3Nyc8PJy3336brKwsrKys2LZtG0OHDmXw4MG4ublhampKWFjYPRW/x1mxYgVDhgxh2rRp5Obm0qNHDzw8PO5p4+/vz+jRo++pPk6bNs2wqAvkP34jJCTEcK/ewIEDqV+/Pr///jtjx47FxMQEMzMzvvrqK9LT0+nYsSPZ2dmoqsqcOXMM/ezdu5fJkyc/0zUSQgghxMtNr1fZcyqFpfsS2XkiGY2i8JpbZfo3rIlXzTIytfMBzqef5+sjX/Pz6Z8xMzGjv3N/QlxDKGtZ1tihFTvKo6bkvQy8vb3Vu6tZ3hUfH4+Tk5ORInq8sLAwoqOjmT9/vrFDASAzMxMrKysURWH16tWsWrWKDRs2GDuspzZy5Ejat2/Pq6++WmhjHDp0iM8//5zvv/++0MYQxvWif38IIYQwjvTsXNbGnGdZZBJnUm5R3tqcXg1q0rtBDSraWho7vBfS5VuXWXRkEesS1mGimPB6vdd50+1Nyls9enV28fQURYlRVfX+FR//RSp/gpiYGIYPH46qqpQuXZolS5YYO6Rn8v7777N///5CHSMlJYWPPvqoUMcQQgghxIvj9NUMlu1LZO3BC2Tk5OFRvTRzunvQxq0yFqYPfu5ycXc18yqL/1rMmpNrUFHpUrcLg9wGUbFkRWOHVuxJ5U8IIf5Bvj+EEELo9So7TyQTti+RPQkpmGtMaOdemX6N7NFWL23s8F5Y17KuseToEsJPhKPT6+j4SkdC3UOpYl3F2KEVeVL5E0IIIYQQ4imkZeXyY/Q5lkUmcTY1k4q2FoxuWZcevjWws3ny9QqKmxvZN/ju2HesOr6KHF0O7Wq1Y7DHYKrbVDd2aOJfJPkTQgghhBDF2onL6SyNTGTdwQtk5erwsS/De63r0cqlEmYaWRz/YW7evsnSY0tZHrecrLwsXnN4jSEeQ7AvZW/s0MRDSPInhBBCCCGKnTydnm3xySzdl0jkmWtYmJrQUVuFfg3tca36bCufFxcZtzNYHr+cZceWkZ6bTsuaLRnqMZRXyrxi7NDEY0jyJ4QQQgghio3rt26z+sA5lv+ZxIUbWVQtbcW41o708KlOmZLmxg7vhZaZm8nK4ysJOxZGWk4azas3Z5h2GPXKPtnzm4XxSR27kCiKwujRow3vZ8+ezZQpUwqs/0WLFuHo6IijoyO+vr5EREQUWN8Pk5iYyMqVKw3vo6OjGTFiRIH0PWXKFGbPnl0gfRUGVVVp0aIFN2/eBMDa2rrAx7h9+zb+/v7k5eUVeN9CCCFEcXfsYhrvrTmM34ztfPrbcWqULcHCPl78MTaAIQG1JfF7hOy8bJYeW8prP73GFwe/wL28O6vbrmZei3mS+L1kpPJXSCwsLPjpp5+YMGEC5csX7LNMNm3axNdff01ERATly5fn4MGDBAcHExUVRaVKlZ6r77y8PExNH/zX4m7y16tXLwC8vb0ND6cv6n755Rc8PDywtbUttDHMzc0JDAwkPDyc3r17F9o4QgghRHGRq9Pz+7HLLN2XyIHE61iZaejiVY3+De2pV8nG2OG98HJ0Oaw5uYZv/vqGlKwU/Cr7MUw7DG0FrbFDE89IKn+FxNTUlNDQUObMmXPfvqSkJAIDA3F3dycwMJCzZ88CEBISwogRI2jUqBG1atVizZo1D+z7008/ZdasWYak0tPTk/79+7NgwQIA7O3tGTduHL6+vvj6+nLq1CkArl69SpcuXfDx8cHHx4e9e/cC+VW30NBQgoKC6NevH4mJiTRt2hRPT088PT3Zt28fAOPHj2fPnj1otVrmzJnDrl27aNeunaGPAQMGEBAQQK1atZg3b54h3o8++ghHR0datmxJz549H1vhCwgIMMRft25d9uzZA4BOp2PMmDG4ubnh7u7O//73PwC2b99O/fr1cXNzY8CAAeTk5Biuw/vvv0/Dhg3x9vbm4MGDtGrVitq1a7Nw4ULDeLNmzcLHxwd3d3cmT578wJhWrFhBx44dHxn3wz7XH3/8EVdXVzw8PPD39wfg2LFj+Pr6otVqcXd3JyEhAYDg4GBWrFjxyHGEEEII8WgpGTn8b3sCTT/dyfCVh7hyM4cP2jrx54RApndyk8TvMXJ1ufxw4gfa/tSWT6I+wd7Wnu9afcfioMWS+L3kinzlb2fYIpKTzhRonxVq1qJ5SOhj2w0bNgx3d3fee++9e7YPHz6cfv360b9/f5YsWcKIESNYv349AJcuXSIiIoLjx4/ToUMHunbtel+/x44dw8vL655t3t7eLF261PDe1taWqKgoli1bxjvvvMOmTZsYOXIko0aNokmTJpw9e5ZWrVoRHx8P5D/oPSIiAisrKzIzM9m6dSuWlpYkJCTQs2dPoqOj+eSTT5g9ezabNm0CYNeuXffEcPz4cXbu3El6ejr16tVjyJAhHD58mLVr13Lo0CHy8vLw9PS8L/YHycvLIyoqil9++YUPP/yQbdu2sWjRIv7++28OHTqEqakpqampZGdnExISwvbt26lbty79+vXjq6++4p133gGgevXqREZGMmrUKEJCQti7dy/Z2dm4uLgwePBgtmzZQkJCAlFRUaiqSocOHdi9e7chSbtr7969fP3114+M+WGf69SpU/n999+pWrUqN27cAGDhwoWMHDmS3r17c/v2bXQ6HQCurq4cOHDgsddHCCGEEPc7fO4GS/clsunIJW7r9DStU56PO7kSUK8CGhPF2OG98HL1uWw6vYmvj3zNhYwLeNh5MK3JNBpUaoCiyPUrCop88mdMtra29OvXj3nz5mFlZWXYHhkZyU8//QRA375970kOg4ODMTExwdnZmStXrjzxWKqq3vOPsmfPnob/jho1CoBt27YRFxdnaHPz5k3S09MB6NChgyHG3Nxchg8fTmxsLBqNhpMnTz5RDG3btsXCwgILCwsqVKjAlStXiIiIoGPHjoa+27dv/0R9de7cGQAvLy8SExMN8Q8ePNgwLbVs2bIcPnwYBwcH6tatC2CogN5N/jp06ACAm5sbGRkZ2NjYYGNjg6WlJTdu3GDLli1s2bKF+vXrA5CRkUFCQsJ9yV9qaio2No/+LeHDPtfGjRsTEhLC66+/bjivhg0b8vHHH3P+/Hk6d+5MnTp1ANBoNJibm5Oenv7Y8YQQQggBt/P0/PLXJcL2JRJ77gYlzTX09K1O34b2vFKh4O/RL4p0eh2//P0LXx3+inPp53Ap58IHfh/QuEpjSfqKmCKf/D1Jha4wvfPOO3h6evLGG288tM0//1FZWPzfA0RVVQVg4sSJbN68GYDY2FicnZ2JiYmhRYsWhrYHDx7E2dn5gX3efa3X64mMjLwnEb2rZMmShtdz5syhYsWKHD58GL1ej6Wl5ROd6z9j12g05OXlGc7had3t624/cH+Ce3fbk/RjYmJyT3wmJiaG+CZMmMBbb731yH5MTU3R6/WYmDz5TOm7sS5cuJD9+/ezefNmtFotsbGx9OrViwYNGrB582ZatWrFN998Y/g8c3JynviaCyGEEMXVlZvZrNh/lpX7z5KSkUOt8iWZ0t6ZLl7VsLE0M3Z4LwW9qmdL4ha+PPwlf6f9Tb0y9ZjXfB4B1QMk6Sui5J6/Qla2bFlef/11vv32W8O2Ro0asXr1aiD/XrImTZo8so+PP/6Y2NhYYmNjAXjvvfcYN24c165dA/ITwrCwMIYOHWo4Jjw83PDfhg0bAhAUFMT8+fMNbe72929paWlUrlwZExMTvv/+e8OURBsbG0Ol8Ek1adKEn3/+mezsbDIyMgxJ7LMICgpi4cKFhmQwNTUVR0dHEhMTDfc1fv/99zRr1uyJ+2zVqhVLliwhIyMDgAsXLpCcnHxfu3r16nHmzKOnDz/scz19+jQNGjRg6tSplC9fnnPnznHmzBlq1arFiBEj6NChA0eOHAHg2rVr2NnZYWYm/9MSQggh/k1VVWKSUnl71SEaf7KD/+1IwL1aKZYO8GXbu80Iaewgid8TUFWVbUnb6LKxC2N3j0WjaPg84HN+aP8DzWs0l8SvCCvylb8XwejRo+9JuubNm8eAAQOYNWsWdnZ2fPfdd0/VX4cOHbhw4QKNGjVCURRsbGxYvnw5lStXNrTJycmhQYMG6PV6Vq1aZRj37n2IeXl5+Pv737PwyV1Dhw6lS5cu/PjjjzRv3txQFXR3d8fU1BQPDw9CQkIMUyUfxcfHhw4dOuDh4UHNmjXx9vamVKlne3DqwIEDOXnyJO7u7piZmTFo0CCGDx/Od999R7du3cjLy8PHx4fBgwc/cZ9BQUHEx8cbEmRra2uWL19OhQoV7mnXtm1bdu3axSuv5D+8NDMzk2rVqhn2v/vuuw/9XMeOHUtCQgKqqhIYGIiHhweffPIJy5cvx8zMjEqVKjFp0iQAdu7cSZs2bZ7p+gghhBBFVXaujp8PX2RpZCJHL9zExtKU/o3s6etXE/vyJR97vMinqip/nP+DL2O/JD41Hntbez5t+imt7FuhMdEYOzzxH1CedVrei8Lb21uNjo6+Z1t8fDxOTk5Gisj47O3tiY6OLvBHTDyrjIwMrK2tyczMxN/fn0WLFuHp6WnssJ7KpUuX6NevH1u3bi3UcTp37syMGTOoV0+emWMsxf37QwghXiQXb2Sx/M8kVh84R+qt29SpYE3/RvZ0ql+VkhZSw3hSqqqy7+I+FsQu4K+Uv6hmXY0h2iG0cWiDqYlcx6JAUZQYVVUf+ww2+bRFoQsNDSUuLo7s7Gz69+//0iV+AJUrV2bQoEHcvHmz0J71d/v2bYKDgyXxE0IIUaypqsr+v1NZui+RLXFXUFWVV50qEtLInoa1y8mUxKe0/9J+FsQu4FDyISqXrMyUhlPo8EoHzExkemxxJJU/IYT4B/n+EEII48i6rWPdoQssi0zk+OV0Spcwo7tPdfo0qEn1siWMHd5LRafX8eelP/n26LccuHyACiUqEOoWSuc6nTHTSNJXFEnlTwghhBBCvNBu5eSx++RVtsRdYVv8FdKz83CqbMunXdzo4FEVK3O5D+1pnLlxhg2nN7Dp9CaSs5IpZ1mO8b7j6Vq3KxYai8d3IIo8Sf6EEEIIIcR/5mp6Dtvjr7Al7goRp1K4naendAkzgpwr0d2nOj72ZWRq51NIy0nj179/ZePpjfyV8hcaRUOTqk0YV3scAdUDMNeYGztE8QKR5E8IIYQQQhSqM1cz2BqXn/AdPHsdVYVqZazo06AmQS4V8a5ZBlONPIHsSeXp89h3cR/rT61n17ld5OpzqVOmDmO8x9C2VlvKW70Yi/6JF89zJ3+KolQHlgGVAD2wSFXVLxRFKQuEA/ZAIvC6qqrXlfxf5XwBtAEygRBVVQ/e6as/8MGdrqepqrr0eeMTQgghhBD/Lb1e5fD5G4aE71Ry/vN0XarY8k5gXYJcKuJYyUYqfE/p5PWTbDi1gc1nNnMt+xplLMrQvV53OtTugGNZR7me4rEK4lcsecBoVVWdAD9gmKIozsB4YLuqqnWA7XfeA7wG1LnzJxT4CuBOsjgZaAD4ApMVRSlTAPEZhUajQavV4urqSrdu3cjMzHyq4+fOnfvUxzxMQEAA/14U50Vy6dIl2rVrB8CuXbsMrwvSX3/9RUhIyBO3nzNnDpaWlqSlpT20zT+va5s2bbhx48ZTx7Vr1y727dv31MfZ29uTkpLy1McJIYQQhSUnT8euE8m8v+4v/GZsp9OX+/h69xkq2lowpb0zEeOas3lEU0a+WgenyraSqDyh1OxUVsSv4PWfX6fLxi6sjF+Jh50HXzT/gu3dtjPOdxxO5Zzkeoon8tyVP1VVLwGX7rxOVxQlHqgKdAQC7jRbCuwCxt3ZvkzNX2b0T0VRSiuKUvlO262qqqYCKIqyFWgNrHreGI3BysqK2NhYAHr37s3ChQt59913DftVVUVVVUxMHpx/z507lz59+lCiRNFf3erzzz9n0KBBhTqGm5sb58+f5+zZs9SoUeOx7VetWoWPjw/r1q17oqTxl19+eaa4du3ahbW1NY0aNXqm44UQQghjupmdy87jyWyJu8IfJ66SkZNHCXMNAfXsaOlckeb1KlC6hNxz9rRydbnsvrCbjac2svv8bvLUPJzKOjHedzxtHNpQxvKlrY8IIyvQydWKotgD9YH9QMU7ieHdBLHCnWZVgXP/OOz8nW0P2/6gcf4/e3ceVnWVP3D8fVlEBGSRRdwRRBAum6yioKGiuWJSmonkVi6T1pRj06KV9jhF6pipqaVTP5MyRUhzIhDHJVncMmVHCBUEBAHZuZfz+4O6o6O4FITaeT0Pj97vcs7n+72Xy/3cs81VKBQnFArFiZKSkta8hDYxZMgQsrOzycvLw9HRkfnz5+Ph4cHFixeJjY3Fz88PDw8PQkNDqaqqYt26dRQUFDBs2DCGDRsGwLx58/D09MTJyYlly5YBUFFRQf/+/cnIyABg6tSpbNmy5Y6xGBoa8tprr+Hq6oqvry9FRUUAFBUVERISgqurK66urprWqNWrV+Ps7IyzszNr164FIC8vDwcHB2bPno2zszPTpk0jLi4Of39/+vXrR3JyMgDV1dXMnDkTLy8v3N3diY6Ovm1Mu3fvZtSoUXeMOz4+Hnd3d5RKJTNnzqS+vh6ApUuXMmDAAFxcXHj55ZcB2LVrF87Ozri6uhIQEKApY9y4cURGRt6xHoCcnByqqqpYsWIFO3f+97uH2tpapkyZgouLC0899RS1tbWafb+2xOXl5eHs7KzZHhERwfLlywFYt26dJtYpU6aQl5fHpk2bWLNmDW5ubhw5coSSkhKeeOIJvLy88PLy4tixYwCUlpYycuRI3N3dee6553jYl2iRJEmSHl6FFbV8fjyP6Z8kMfCd71kUeYakC6WMc7Xm03BPTr0xgg3TBhLi3kMmfvdBCEFqaSqrklcRtCuIxQmL+bHkR6Y5TmP3+N18Ne4rpjlOk4mf9Lu02oQvCoXCENgNLBZCVN6h6fl2O8Qdtt+6UYjNwGZoXufvTnGVf5NDQ0H1nQ2WFG0AACAASURBVA65bx26GWAyzvaejlWpVBw4cECT3GRkZLBt2zY2bNjA1atXWbFiBXFxcRgYGPCPf/yD1atX8+abb7J69WoSEhIwN28esLty5UrMzMxQq9UEBQVx9uxZXFxcWL9+PeHh4SxatIhr167dtQWturoaX19fVq5cyZIlS9iyZQuvv/46L7zwAoGBgURFRaFWq6mqquLkyZNs27aNpKQkhBD4+PgQGBiIqakp2dnZ7Nq1i82bN+Pl5cUXX3zB0aNHiYmJ4d1332Xv3r2sXLmSxx57jE8//ZTy8nK8vb0ZPnw4BgYGmnhyc3MxNTVFT6/l6Yfr6uoIDw8nPj4ee3t7wsLC2LhxI2FhYURFRZGeno5CodB0u3z77bf57rvv6N69+01dMT09PVm1ahVLliy54z3auXMnU6dOZciQIWRkZFBcXIylpSUbN26kU6dOnD17lrNnz973YvWrVq0iNzcXPT09ysvLMTEx4fnnn8fQ0FCTuD799NO8+OKLDB48mPz8fIKDg0lLS+Ott95i8ODBvPnmm+zfv5/NmzffV92SJEmS9FsJIcgqriL2/BViU4s4e6l5SISNuQEzB9swcoAVbj1N0daS3Q5/i6u1V9l/YT/ROdFkXctCV0uXYT2HMcFuAoO6DUJHS87PKLWeVnk1KRQKXZoTvx1CiD2/bC5SKBTWQojCX7p1Fv+y/RLQ84bTewAFv2wf+j/bD7VGfO2htrYWNzc3oLnlb9asWRQUFNC7d298fX0BSExMJDU1FX9/fwAaGhrw8/O7bXlfffUVmzdvRqVSUVhYSGpqKi4uLowYMYJdu3axYMECfvzxx7vG1aFDB82YuoEDB/L9998DcPDgQT777DOgebyisbExR48eJSQkRJOsTZo0iSNHjjB+/HhsbGxQKpUAODk5ERQUhEKhQKlUkpeXB0BsbCwxMTFEREQAzUlcfn7+TQtoFxYWYmFhcceYMzIysLGxwd7eHoAZM2bw0UcfsXDhQjp27Mjs2bMZM2aM5rr8/f0JDw/nySefZNKkSZpyLC0tKSgouOs9ioyMJCoqCi0tLSZNmqS5v4cPH+aFF14AwMXFBRcXl7uWdSMXFxemTZvGxIkTmThx4m2PiYuLIzU1VfO4srKS69evc/jwYfbsaf7VGjNmDKam8ls/SZIkqe2omwSn8q9pEr6fS5vnIXDracKSUf0ZOcAKWwtDOc7sN6pX13Po4iFicmI4dvkYaqHGxdyF131eZ5TNKIz1jNs7ROkR1RqzfSqAT4A0IcTqG3bFADOAVb/8G33D9oUKhSKS5sldKn5JEL8D3r1hkpeRwKu/N757baFrbTeO+bvRja1eQghGjBhxU9fC28nNzSUiIoKUlBRMTU0JDw+nrq4OgKamJtLS0tDX16esrIwePXrcsSxdXV3NG7W2tjYqlarFY+/UtfDGljotLS3NYy0tLU2ZQgh2795N//79WyxHX19fcy33G4eOjg7JycnEx8cTGRnJ+vXrOXjwIJs2bSIpKYn9+/fj5ubGmTNn6NKlC3V1dejr69+xrrNnz5KVlcWIESOA5oS8b9++LFiwAOCuf+R0dHRoamrSPL7x2vbv38/hw4eJiYnhnXfe4fz587ec39TUxPHjx28bp/wDK0mSJLWlukY1R7Ku8n3qFeLTiimtbkBXW8EgW3PmBvRluKMVVp07tneYDy0hBOeuniM6J5oDuQeobKjEspMl4U7hjLcbT1/jvu0dovQn0Bpj/vyB6cBjCoXizC8/j9Oc9I1QKBRZwIhfHgN8C1wAsoEtwHyAXyZ6eQdI+eXn7V8nf3lU+fr6cuzYMbKzswGoqakhMzMTACMjI65fvw40t/4YGBhgbGxMUVERBw4c0JSxZs0aHB0d2blzJzNnzqSxsfE3xRIUFMTGjRsBUKvVVFZWEhAQwN69e6mpqaG6upqoqCiGDBlyz2UGBwfz4YcfapK306dP33KMvb29pqWwJQ4ODuTl5Wnu0+eff05gYCBVVVVUVFTw+OOPs3btWk2ynZOTg4+PD2+//Tbm5uZcvNg8lDQzM1MzHi85OZmwsLBb6tq5cyfLly8nLy+PvLw8CgoKuHz5Mj///DMBAQHs2LEDgHPnznH27NlbzreysqK4uJjS0lLq6+vZt28f0JzUXbx4kWHDhvHee+9RXl5OVVXVTc8zwMiRI1m/fr3m8a/XdGPdBw4c4Nq1a3e8Z5IkSZJ0L65VN/D1yUs89/kJ3N/+njmfneDAuSv425mz/ml3Tr0xgn/N9GaaT2+Z+P1GRdVFfPLTJ0yInsDT3z7N3uy9DO4+mI+Hf0zsE7EsHrhYJn7SH6Y1Zvs8yu3H6wEE3eZ4ASxooaxPgU9/b0wPCwsLC7Zv387UqVM1E5isWLECe3t75s6dy+jRo7G2tiYhIQF3d3ecnJzo27evpptoZmYmW7duJTk5GSMjIwICAlixYgVvvfXWfcfyz3/+k7lz5/LJJ5+gra3Nxo0b8fPzIzw8HG9vbwBmz56Nu7v7XZO1X73xxhssXrwYFxcXhBD06dNHkwz9ysDAAFtbW7Kzs7GzswOaJ3e5sQVz165dbNu2jdDQUFQqFV5eXjz//POUlZUxYcIE6urqEEKwZs0aAF555RWysrIQQhAUFISrqysACQkJjBkzBoD8/Pzbtq5FRkbelFwDhISEEBkZyQsvvMCzzz6Li4sLbm5umvvyK4VCga6uLm+++SY+Pj7Y2Njg4OAANCfUzzzzDBUVFQghePHFFzExMWHcuHFMnjyZ6OhoPvzwQ9atW8eCBQtwcXFBpVIREBDApk2bWLZsGVOnTsXDw4PAwMB7mrFUkiRJkm7nYlkNsalFfJ96hZS8a6ibBF07d2TywB6MdLLCx6YLHXTkguu/R52qjoP5B4nOiSaxMJEm0YS7pTvL/ZYzss9IjDoYtXeI0p+U4mGfNdDT01P87xp2aWlpN40rkx5sUVFRnDx5khUrVrRZHfX19QQGBnL06FF0dHR45ZVXmD59+n2P27sdtVqNpaUlV65cQVdXtxWildqTfP+QJOlRI4TgfEHlLwlfEWmFlQD0tzJixAArRjpZoexuLIcX/E5CCM6UnCE6O5rv8r6jqrEKawNrxtmOY7zteHp37t3eIUqPMIVCcVII4Xm34+T0QVK7CwkJobS0tE3ryM/PZ9WqVejoNL/k33///VYr28nJidmzZ8vET5IkSXpgNKqbSMkt0yR8l8tr0VKAZ28zXh/jyIgBVvTuYnD3gqS7KqwqJCYnhpicGPKv56Ovo8+I3iOYYDsBz66eaClkK6r04JDJn/RAmD17dpuW369fP/r169cmZaenp7dJuZIkSZJ0P6rrVRzOLCE2tYj4tCIq61To6WgxpJ8Fi4b3I8jBki6GLS+tJN27msYa4vLjiMmOIflKMgKBV1cv5rjMYUTvERjoysRaejDJ5E+SJEmSJOkhVXK9nri05ta9o9lXaVA1YdJJlxEDujLSyYoh/czp1EF+3GsNTaKJk0Unic6O5vufv6dGVUMPwx7Mc5vHeNvxdDfs3t4hStJdyXcDSZIkSZKkh8iFkipNd85T+dcQAnqY6vOMT29GOlnh2dsUHW3Z1bC1XKy8SMyFGL7J+YbLVZcx0DVglM0oxtuOx8PSQ46VlB4qMvmTJEmSJEl6gDU1CX68VK5J+LKLqwBw7t6ZxUH2jHSywqGrkUxCWlF1YzWxebHszd7LqeJTKFDga+3LQveFBPUKQl/nzusGS9KDSiZ/kiRJkiRJD5h6lZrjOaXEphYRl1pE8fV6tLUU+PY14xmfXoxw6kp3E5mAtCZ1k5rkK8nE5MQQ93Mcdeo6+nTuwyKPRYztO5auBl3bO0RJ+t1kn4A2FBUVhUKhuGlCkEOHDjF27Nh2jKpl4eHhfP3117fdt3r1ahwcHFAqlbi6uvLSSy/ddUH52bNnk5qa+rvjKiws1NyzB+X+DR8+XC60LkmSJLWqitpGos9cZsEXpxj4Thzh21LYe/oynn1MWfuUG6deH8GO2b6E+9vIxK8V5VXkse7UOkbtGcXc7+fyn4v/YZztOP7v8f8jZmIMs5WzZeInPTJky18b2rlzJ4MHDyYyMpLly5e3aV0qlUqzjEFr27RpE7GxsSQmJmJiYkJDQwOrV6+mtrb2jssbbN26tVXqX716NXPmzGmVslrL9OnT2bBhA6+99lp7hyJJkiQ9xAoraolLLSI2tYjjOaWomgTmhnqMc7Vm5ICu+Nl2oaOudnuH+cipbKjk37n/JiYnhh9LfkRLocWgboP468C/MqzXMPS05ayo0qNJJn9tpKqqimPHjpGQkMD48eNvSv4qKysJCQkhIyODgIAANmzYgJaWFoaGhixatIh9+/ahr69PdHQ0VlZW/Pzzz8ycOZOSkhIsLCzYtm0bvXr1Ijw8HDMzM06fPo2HhwdGRkbk5uZSWFhIZmYmq1evJjExkQMHDtC9e3e++eYbdHV1efvtt/nmm2+ora1l0KBBfPzxx3ccJ7By5UoOHz6MiYkJAB06dGDp0qWa/fPmzSMlJYXa2lomT57MW2+9BcDQoUOJiIjA09OzxWvbtWsXb731Ftra2hgbG3P48OFb6t+9e/ddF4CPj4/n5ZdfRqVS4eXlxcaNG9HT02Pp0qXExMSgo6PDyJEjiYiIuG2darWapUuXcujQIerr61mwYAHPPfcchYWFPPXUU1RWVqJSqdi4cSNDhgxh/PjxDBkyRCZ/kiRJ0n0RQpBZVMX3qVeITS3i7KUKAPqaGzBriA0jB3TFvacJWlpy/F5rUzepOV54nOjsaA7mH6ShqQE7EzteGvgSY/qOwbKTZXuHKElt7pFP/g4cOMCVK1datcyuXbsyevToOx6zd+9eRo0ahb29PWZmZpw6dQoPDw8AkpOTSU1NpXfv3owaNYo9e/YwefJkqqur8fX1ZeXKlSxZsoQtW7bw+uuvs3DhQsLCwpgxYwaffvopL7zwAnv37gUgMzOTuLg4tLW1Wb58OTk5OSQkJJCamoqfnx+7d+/mvffeIyQkhP379zNx4kQWLlzIm2++CTS3YO3bt49x48bd9jquX79OVVUVNjY2LV7rypUrMTMzQ61WExQUxNmzZ3FxcbnpmJau7e233+a7776je/fulJeX31J2bm4upqam6Om1/A1cXV0d4eHhxMfHY29vT1hYGBs3biQsLIyoqCjS09NRKBSa8m9X5yeffIKxsTEpKSnU19fj7+/PyJEj2bNnD8HBwbz22muo1WpqamoAMDU1pb6+ntLSUrp06dJibJIkSZKkbhKc/PmaJuH7ubT5b4l7LxOWjOrPyAFdsbM0bOcoH13Z17KJyYlh34V9lNSWYKxnzBP2TzDBdgIDugyQE+VIfypyzF8b2blzJ1OmTAFgypQp7Ny5U7PP29ubvn37oq2tzdSpUzl69CjQ3KL263i2gQMHkpeXB8Dx48d5+umngeZk7dfjAUJDQ9HW/m93kNGjR6Orq4tSqUStVjNq1CgAlEqlpryEhAR8fHxQKpUcPHiQ8+fPt3gdQoib3hS/++473Nzc6NOnDz/88AMAX331FR4eHri7u3P+/PnbjvNr6dr8/f0JDw9ny5YtqNXqW84rLCzEwsKixfgAMjIysLGxwd7eHoAZM2Zw+PBhOnfuTMeOHZk9ezZ79uyhU6dOLdYZGxvLZ599hpubGz4+PpSWlpKVlYWXlxfbtm1j+fLl/PTTTxgZGWnqtbS0pKCg4I6xSZIkSX9OdY1qvk8tYsnXP+K9Mo4nPz7Ov374GRtzA1aGOJP89yCi5vszf6idTPzaQHldOTvTdzJl3xRCYkL4PPVznMydWDN0DQdDD/J3n7/jZO4kEz/pT+eRb/m7WwtdWygtLeXgwYOcO3cOhUKBWq1GoVDw3nvvAdzyRvPrY11dXc3/tbW1UalUty3/xvMNDAxu2vdrC5mWltZN5WlpaaFSqairq2P+/PmcOHGCnj17snz5curq6lq8ls6dO2NgYEBubi42NjYEBwcTHBzM2LFjaWhoIDc3l4iICFJSUjA1NSU8PPy25bV0bZs2bSIpKYn9+/fj5ubGmTNnbmpJ09fXv2N80Jyg3o6Ojg7JycnEx8cTGRnJ+vXrOXjw4G3rFELw4YcfEhwcfEs5hw8fZv/+/UyfPp1XXnmFsLAwoLnFUV9fDriXJEmSml2rbiA+vZjY81c4knWV2kY1Rh11eMzBkhEDrAi0t8CoY8tj5aXfp7GpkWOXjxGTE0PCxQRUTSr6m/ZnidcSHrd5nC76sqeOJD3yyV97+PrrrwkLC+Pjjz/WbAsMDNS02CUnJ5Obm0vv3r358ssvmTt37h3LGzRoEJGRkUyfPp0dO3YwePDg3xzbr4mUubk5VVVVfP3110yePPmO57z66qvMmzePyMhITExMEEJoyqmsrMTAwABjY2OKioo4cOAAQ4cOved4cnJy8PHxwcfHh2+++YaLFy/elPzZ29trWglb4uDgQF5eHtnZ2djZ2fH5558TGBhIVVUVNTU1PP744/j6+mJnZ9dincHBwWzcuJHHHnsMXV1dMjMz6d69O1evXqV79+7MmTOH6upqTp06RVhYGEIIrly5Qp8+fe75WiVJkqRHz8WyGmJTi4g9f4WUvDKaBHTt3JFQzx6MGGCFj00XOujIjlZtKaMsg+icaPZf2E9ZXRlmHc2Y0n8KE+wm4GDm0N7hSdIDRSZ/bWDnzp03TYgC8MQTT/DFF1/w1FNP4efnx9KlS/npp58ICAggJCTkjuWtW7eOmTNn8v7772smfPmtTExMmDNnDkqlkj59+uDl5XXXc+bNm0dNTQ0+Pj7o6elhaGiIv78/7u7uGBsb4+7ujpOTE3379sXf3/++4nnllVfIyspCCEFQUBCurq437TcwMMDW1laT2EHz5C49evTQHLNr1y62bdtGaGioZsKX559/nrKyMiZMmEBdXR1CCNasWdNinS4uLuTl5eHh4YEQAgsLC/bu3cuhQ4d4//330dXVxdDQkM8++wyAkydP4uvr22YzrEqSJEkPpqYmwU+XK4hPa56hM/3KdQD6WxmxYJgdIwZYoexuLLsTtrHS2lK+zf2WmJwY0svS0dHSYWiPoUywm4B/d390tWQLqyTdjqKlLnMPC09PT3HixImbtqWlpeHo6NhOEUmtLSoqipMnT951xs8/0qJFixg/fjxBQUHtHYrUyuT7hyRJ/6u2Qc2x7KvEpxcRn1ZM8fV6tBTg2duMkU5WjBhgRe8uBncvSPpdGtWN/OfSf4jOiebopaOohAqnLk5MsJvA6D6jMelo0t4hSlK7USgUJ4UQnnc7TjZbSA+8kJAQSktL2zuMmzg7O8vET5Ik6RFWXFlHfHoxcalFHMu5Sl1jE4Z6OgTaWxDkaMnQ/paYGXRo7zAfeUIIUstSic6O5kDuAcrry7HQt2D6gOmMtx2Pnalde4coSQ8VmfxJD4XZs2e3dwg3edAWnZckSZJ+HyEEqYWVxKUWE5/+3/X3epjqM8WrF0GOlnL83h+opKaE/Rf2E50TTXZ5Nh20OvBYr8cYbzsev25+6GjJj7CS9FvI3xxJkiRJkv6U6hrVJF4oJS6tiINpxRRU1KFQgFtPE14J7k+QoyX9rYzk+L0/SL26noSLCURnR/NDwQ80iSZcLVx5w/cNgvsEY6xn3N4hStJDTyZ/kiRJkiT9aVytqudgejHxaUUcybpKTYMafV1thvQzZ/Fwe4Y5WGJhpNfeYf4pCCG4eP0ixwuOk1iYSFJhEtcbr2PVyYpZzrMYZzsOG2Ob9g5Tkh4pMvmTJEmSJOmRJYQgs6iKuLQi4tOKOH2xHPHLcgwh7t0Z7miFn20XOupqt3eofwrX6q6RVJhEYmEixwuOU1BdAIC1gTUj+oxgVJ9ReHf1RltLPh+S1BZk8idJkiRJ0iOlQdVEcm5Zc8KXXsTFsloAlN2NWRTUj+GOVjh16yy7c/4B6lR1nC4+zfHC4yQWJJJelo5AYKhriHdXb551fhZfa196d+4tnw9J+gPI5K+NaGtro1QqUalUODo68q9//YtOnTrd8/lr165l7ty593VOS4YOHUpERASenned/bVdFBYWMmfOHPbt28ehQ4eIiIhg3759rVrHTz/9xAcffMD27dtbtVxJkiTpwXCtuoFDmcXEpRVzOKOE6/Uq9HS0GGxnzrxAO4IcLbHq3LG9w3zkNYkm0svSNS17p4tPU6+uR0dLB1cLV+a7zcevmx9OXZzkpC2S1A7kb10b0dfX58yZMwBMmzaNTZs28dJLL2n2CyEQQqCldftZw9auXcszzzzTKsnfg2716tVtPnumUqnk0qVL5Ofn06tXrzatS5IkSfpj5JRUEZ9WRFxaMSfyymgSYG6oxxgXa4IcrRhsZ45+B9l9sK0VVBVwvOA4xwuPk1SYRHl9OQB2JnaE2ofi180PTytPOuk++p9pJOlBJ+cr/gMMGTKE7Oxs8vLycHR0ZP78+Xh4eHDx4kViY2Px8/PDw8OD0NBQqqqqWLduHQUFBQwbNoxhw4YBMG/ePDw9PXFycmLZsmUAVFRU0L9/fzIyMgCYOnUqW7ZsuWMshoaGvPbaa7i6uuLr60tRUREARUVFhISE4OrqiqurKz/88APQnJg5Ozvj7OzM2rVrAcjLy8PBwYHZs2fj7OzMtGnTiIuLw9/fn379+pGcnAxAdXU1M2fOxMvLC3d3d6Kjo28b0+7duxk1atQd446Pj8fd3R2lUsnMmTOpr68HYOnSpQwYMAAXFxdefvllAHbt2oWzszOurq4EBARoyhg3bhyRkZF3rEeSJEl6cKnUTSReKGXFvlSGRRwi6IP/8O636VyvU7FgmB17F/iT/PcgVj3hwogBVjLxayOVDZXE/RzHisQVjNkzhuDdwSw/vpxTRacI6BHAu4Pf5WDoQaImRPE3778R0CNAJn6S9IB45Fv+MjPf4XpVWquWaWToiL39G/d0rEql4sCBA5rkJiMjg23btrFhwwauXr3KihUriIuLw8DAgH/84x+sXr2aN998k9WrV5OQkIC5uTkAK1euxMzMDLVaTVBQEGfPnsXFxYX169cTHh7OokWLuHbt2l1b0Kqrq/H19WXlypUsWbKELVu28Prrr/PCCy8QGBhIVFQUarWaqqoqTp48ybZt20hKSkIIgY+PD4GBgZiampKdnc2uXbvYvHkzXl5efPHFFxw9epSYmBjeffdd9u7dy8qVK3nsscf49NNPKS8vx9vbm+HDh2NgYKCJJzc3F1NTU/T0Wp5Zra6ujvDwcOLj47G3tycsLIyNGzcSFhZGVFQU6enpKBQKysubv2l8++23+e677+jevbtmG4CnpyerVq1iyZIl9/TcSZIkSe2vsq6R/2SUEJdWxKGMEipqG+mgrYWvbRee9e/DYw6W9DCViUVbalQ3cqbkjGZWzvOl52kSTejr6OPV1YupDlPx6+ZHX+O+ctyeJD3gHvnkr73U1tbi5uYGNLf8zZo1i4KCAnr37o2vry8AiYmJpKam4u/vD0BDQwN+fn63Le+rr75i8+bNqFQqCgsLSU1NxcXFhREjRrBr1y4WLFjAjz/+eNe4OnTowNixYwEYOHAg33//PQAHDx7ks88+A5rHKxobG3P06FFCQkI0ydqkSZM4cuQI48ePx8bGBqVSCYCTkxNBQUEoFAqUSiV5eXkAxMbGEhMTQ0REBNCcxOXn5+Po6KiJp7CwEAsLizvGnJGRgY2NDfb29gDMmDGDjz76iIULF9KxY0dmz57NmDFjNNfl7+9PeHg4Tz75JJMmTdKUY2lpSUFBwV3vkSRJktS+fi6tJi6teTmG5NwyVE0CM4MODHe0YrijJUPsLTDUkx9h2ooQgqzyLBILEjleeJyTRSepVdWirdDG2dyZOco5+HXzw8XcBV1t3fYOV5Kk+/DIv3Peawtda7txzN+Nbmz1EkIwYsQIdu7ceceycnNziYiIICUlBVNTU8LDw6mrqwOgqamJtLQ09PX1KSsro0ePHncsS1dXV/OtnLa2NiqVqsVjhRAt7ruxpU5LS0vzWEtLS1OmEILdu3fTv3//FsvR19fXXMv9xqGjo0NycjLx8fFERkayfv16Dh48yKZNm0hKSmL//v24ublx5swZunTpQl1dHfr6+nesS5IkSfrjqZsEp/OvaRK+rOIqAPpZGjJ7SF9GDLDEracp2lqyVamtFFUXNU/S8susnKV1pQD06dyHCbYT8Ovmh1dXL4w6GLVzpJIk/R6PfPL3IPP19WXBggVkZ2djZ2dHTU0Nly5dwt7eHiMjI65fv465uTmVlZUYGBhgbGxMUVERBw4cYOjQoQCsWbMGR0dH3n33XWbOnMnx48fR1b3/b+GCgoLYuHEjixcvRq1WU11dTUBAAOHh4SxduhQhBFFRUXz++ef3XGZwcDAffvghH374IQqFgtOnT+Pu7n7TMfb29pqWwpY4ODiQl5enuU+ff/45gYGBVFVVUVNTw+OPP46vry92dnYA5OTk4OPjg4+PD9988w0XL16kS5cuZGZm4uzsfN/3RpIkSWp9VfUqjmSWEJdWTEJGMWXVDehoKfC2MWOKdy+GO1rSu4vB3QuSfpPqxmpSrqRoZuW8UHEBALOOZvhY++Bn7YevtS/WhtbtHKkkSa1JJn/tyMLCgu3btzN16lTNBCYrVqzA3t6euXPnMnr0aKytrUlISMDd3R0nJyf69u2r6SaamZnJ1q1bSU5OxsjIiICAAFasWMFbb71137H885//ZO7cuXzyySdoa2uzceNG/Pz8CA8Px9vbG4DZs2fj7u5+12TtV2+88QaLFy/GxcUFIQR9+vS5ZQkHAwMDbG1tNYkdNE/ucmML5q5du9i2bRuhoaGoVCq8vLx4/vnnKSsrY8KECdTV1SGEYM2aNQC88sorZGVlIYQgKCgIV1dXABISEhgzZsx93xtJkiSpdVwur9XMzpmYU0qDugljf/byNQAAIABJREFUfV2G9rdguKMVAfYWGOvLboRtobGpkfNXz2vG7Z0tOYtKqNDT1mOg1UBC7ELw7eaLvak9Wgo5H6AkPaoUd+ra9zDw9PQUJ06cuGlbWlraTePKpAdbVFQUJ0+eZMWKFW1WR319PYGBgRw9ehQdHfmdh9Qy+f4hSa2nqUlw9nIF8WlFfJ9aRPqV6wDYmBsQ5GDJ8AFWePY2RUdbJhutTQhBbmWuJtlLuZJCdWM1ChQM6DIAv27NLXtulm7oabc86ZokSQ8HhUJxUghx10W95adgqd2FhIRQWlrapnXk5+ezatUqmfhJkiS1sdoGNUezrxKfVkR8ejEl1+vRUoBnHzP+/rgDQY5W2FoYtneYj6SrtVdJKkzSJHxFNc3LOXU37M5om9H4Wfvh3dUbk44m7RypJEntRX4Slh4Is2fPbtPy+/XrR79+/dq0DkmSpD+rKxV1xKcXEZ9WzLHsq9SrmjDU0yGwvwXDHS0Zam+JqUGH9g7zkVOrquVk0UnNrJyZ1zIB6NyhMz7WPvha++LXzY+eRj3bOVJJkh4UMvmTJEmSJOm+CCE4X1BJXFpzwvfT5QoAeprpM9W7F8MdrfC2MaODjuzO2ZrUTWrSytI4XnCc44XHOVN8hsamRnS1dHG3dGeRxyL8rP1wMHNAW0sucC9J0q1k8idJkiRJ0l3VNao5nlNKXFoRB9OLKayoQ6EA954mvBLcn+GOVthbGcpFvlvZxcqLzcsvFCaSVJhEZUMlAP1N+zPNcRq+1r54WHmgryOXMpIk6e5k8idJkiRJ0m2VXK8nIb2YuLQijmZfpaZBTacO2gzpZ86LI+x5zMESc0M5WUhrKq8rJ+nKf8ftXa66DIBVJyse6/VY87g9a2/M9c3bOVJJkh5GMvmTJEmSJAlo7s6ZUXSd+LTmhO/MxXKEAGvjjkzy6E6QoxV+fbvQUVd2KWwt9ep6Thef1ozbSytNQyAw1DXEq6sXYQPC8OvmR5/OfWSrqiRJv5tM/tqIoaEhVVVV7R3GLbZt28Y///lPAFJTU+nfvz/a2tqMGjWKVatW/a6yT5w4wZYtW/j444/ZunUrr776Kt27d9fs//LLL+nfv//vqqO1XblyhVmzZrF///5b9mVnZ6NUKunfvz9CCAwNDdm+fXurTxyTmprK1KlT0dLS4uuvvyY8PJwjR45w4cIFkpOTmTJlSqvWB7Bnzx4GDBiAg4NDq5ctSdLDpUHVRFJuqSbhu3StFgCXHsa8ONyeIEdLBlh3lolHK2kSTWRey2wet1dwnFPFp6hX16Oj0MHFwoV5bvPws/bD2dwZHS35MU2SpNYl31X+ZJ599lmeffZZAPr06UNCQgLm5q3TdWTlypU3rdU3bdo01q5d2yplt5WuXbtiZmZGUlISPj4+t+zv378/Z86cAeCjjz5i1apVfPLJJ60aw549e5g8eTJvvPEGAEeOHAHgwoULREZGtlnyp6WlJZM/SfqTulbdQEJGc7J3OPMqVfUq9HS0GGxnzoJhdjzmYIlV547tHeYjo7CqsHncXkEiSVeSKKsrA8DW2JZQ+1B8rX3x7OqJga5BO0cqSdKjTk7D1cYOHTrE0KFDmTx5Mg4ODkybNg0hBAApKSkMGjQIV1dXvL29uX79OnV1dTz77LMolUrc3d1JSEgAYPv27UycOJFx48ZhY2PD+vXrWb16Ne7u7vj6+lJW1vyHJCcnh1GjRjFw4ECGDBlCenr6PceamJiIn58f7u7u+Pv7k5WVBcB7773H3LlzAThz5gxKpZLa2tqbzq2oqCA9PR0nJ6c71rFr1y6Cg4MBuHz5Mvb29hQXF7N161ZCQkIIDg6mf//+NyWR//rXv/D29sbNzY358+fT1NSESqXCxMSEpUuX4urqip+fH8XFxQBERkbi7OyMq6srw4YNA0ClUvHSSy/h7e2Ni4sLW7du1ZQ/ceJEduzYcdf7U1lZiamp6R3Li4uLIygoiEmTJtG/f3/CwsI056ekpBAYGMjAgQMZPXo0RUVFxMTEsH79ejZt2sTw4cM11wWwdOlSEhIScHNzY926dS3GlZ2djbOzM7NmzcLJyYnRo0dTV1cHQFZWFsHBwQwcOJCAgAAyMzM5cuQI3377LS+++CJubm7k5eXd9dolSXq4CSHILq7i4//kELrpBwau+J6XvvqRlLxrjHO1ZmuYJ2feHMkn4V5M9e4lE7/fqbKhkvj8eFYkrmBc1DhG7h7Jsh+WkVKUwqBug1g5eCVxk+PYO3Evf/P+G4E9A2XiJ0nSH+KRb/l7I+sS56pq737gfXA21Oedfj3u+fjTp09z/vx5unXrhr+/P8eOHcPb25unnnqKL7/8Ei8vLyorK9HX19d0yfzpp59IT09n5MiRZGY2r9tz7tw5Tp8+TV1dHXZ2dvzjH//g9OnTvPjii3z22WcsXryYuXPnsmnTJvr160dSUhLz58/n4MGD9xSno6MjR48eRVtbm3//+9+8/vrrfPnll7z88ssMGTKE6Oholi9fzpYtW9DXv3lWseTkZFxcXG7atmPHDg4dOnTTMaGhoezevZtNmzYRHR3NypUrsbS01Ow/d+4cHTp0wMvLi7Fjx6Kjo0NUVBQ//PADOjo6zJ07l8jISJ588kkqKioIDAxk1apVvPTSS3z66acsXbqUt956i0OHDmFlZUV5eTkAmzdvxtLSkuTkZOrr6/H19WXkyJH06tULT0/Pm5LNG2VkZODm5kZlZSX19fUkJSXdsTyAU6dOkZqaiqWlJb6+viQmJuLu7s6iRYuIiYnB3NycHTt28MYbb7B582aSk5MxNzdn8eLFqFQqTd2rVq1i/fr17N27967PXUZGBjt37kSpVDJp0iT27t3LlClTmDt3Llu3bsXW1pZjx46xcOFCYmNjefzxx5k8eTITJ068a9mSJD18mpoE2SVVJF0oJSm3jOTcMoqv1wPgaN2ZhcPsCHK0QtndGC0t2Z3z92pUN/JjyY8kFjaP2zt39RxNogl9HX08rTwJtQ/Fr5sfdiZ2svusJEnt6pFP/h4E3t7e9OjRnCz+2tJibGyMtbU1Xl5eAHTu3BmAo0eP8pe//AUABwcHevfurUn+hg0bhpGREUZGRhgbGzNu3DgAlEolZ8+epaqqih9++IHQ0FBN3fX19fccZ3l5OWFhYeTk5Ny0XUtLi+3bt+Pm5sbChQvx9fW95dzCwkIsLCxu2tZSt8+PPvoIZ2dnAgICboo1ODhY07I2ceJEjh49ikqlIiUlBU9PTwBqa2vp2bN5sVp9fX1Gjx4NwMCBAzXdJf39/QkLCyM0NJRJkyYBEBsbS1paGpGRkUBzS2VWVha9evXC0tKSgoKC296TG7t97tixg+eff559+/a1WB6Ar68v1tbWwH+f744dO3L+/HmGDx8OgFqt1rwmWoOdnR1KpVJzL/Ly8igvLycxMZEnnnhCc9yNyaUkSY8OdZMgrbCSpNwyki6UkpJXxrWaRgCsOuvh27cLPn3NGNrfku4mckmA36tJNJFdnk1SYfOsnCeKTlCrqkVLoYVzF2dmK2fjZ+2Hq4Urutq67R2uJEmSxiOf/N1PC11b0dP77zTY2traqFQqhBC3/fbv1y6hdytHS0tL81hLSwuVSkVTUxMmJiaaZOV+vfbaawQHBzN//nyys7MZNWqUZl9WVhaGhoYtJkn6+vqaroZ3c+nSJbS1tbly5cpN9+F/74dCoUAIwcyZM3nnnXdu2qdSqejQoYPm8a/3FWDLli0kJSWxb98+XF1dOXv2LEIINmzYQFBQ0C3x1NXV3dKSeTvjx49n3rx5AC2WFxcX1+Lz7eLioklQW1tLdZqbm//m14MkSQ+uRnUTP12uIOlCGcm5pZzIu8b1+ub3wJ5m+gT9ssi6j40Zvcw6ydam30kIQW5FLslXkkm+ksyJKye4Vn8NgN6dezPedjx+1n54WXvRuUPndo5WkiSpZXLMXztxcHCgoKCAlJQUAK5fv45KpSIgIEAz/iwzM5P8/Px7niGzc+fO2NjYsGvXLqD5j9WPP/54zzFVVFRoZufcvn27Znt5eTkvvvgix44d4/Lly7fthujo6Eh2dvZd62hsbGTmzJl89dVX9O3bV9PNFZpb58rLy6mpqSE6Ohp/f3+GDx/OV199xdWrVwEoLS0lPz//jnVcuHABX19f3nnnHUxNTbl8+TLBwcFs2LBBkyBmZGRoxi1mZmbi7Ox819iPHj2Kra0twB3Lu50BAwZw+fJlkpOTAWhoaOD8+fN3rM/IyIjr169rHufn52vGS94LU1NTrK2tiYqKAqCpqUnzevjfsiVJerDVNapJvFDKuvgspm1NxGV5LJM2/MA//p1OflkNY1278c8pbvyw9DGOLHmMiFBXnvTsSe8uBjLx+w2EEPxc+TO7Mnex5D9LeGzXY0yInsDKpJWcLTnL4O6DeXvQ23z3xHfsC9nH676vE9Q7SCZ+kiQ98B75lr8HVYcOHfjyyy/5y1/+Qm1tLfr6+sTFxTF//nyef/55lEolOjo6bN++/aZWnbvZsWMH8+bNY8WKFTQ2NjJlyhRcXV3v6dy//e1vzJw5k/fee08zUQrACy+8wKJFi7Czs2Pbtm0MHz6cwYMH3zRLqJOTEyUlJVRXV2NgYKCJ5cYxfx9//DH79+8nKCiIQYMG4eTkhLe3N48//jgAgwcP5umnnyYnJ4fp06fj5uYGwLJlyxg+fDhNTU3o6uqyadMmunXr1uJ1vPjii+Tm5iKEYOTIkTg7O+Po6Eh+fr6mTEtLS6KjowFISEhgzJgxty3r1zF/Qgj09PTYvHkzAM8991yL5d2Onp4eX3/9NS+88IIm0f/rX/96xwly3N3dUavVuLq6MmvWLLy9vdHRub9f2cjISObNm8fy5ctpaGjgmWeewdXVlalTp/Lcc8/xwQcfsHfvXvr06XNf5UqS1Laq61Wcyr/2S8teGWcultOgbkKhAIeunXnKqyfeNmZ49THDwkgust4aLl2/RMqVFE3rXnFN8yRiFvoWeHf11vz0MOohE2pJkh5aijt1M3wYeHp6ihMnTty0LS0tDUdHx3aK6M/r/fffx8LCgvDw8Ps+d+vWrZw7d+4PXxpCCMGQIUPYv38/xsbGf2jd92vt2rXY29trkmWpbcj3D6k9VNQ2ciKvOdFLyi3j3OUKVE0CbS0Fzt06/9KFswuefUwx6dTh7gVKd1VYVXhTN86C6uZhDWYdzfDq6oV3V2+8unrJxdUlSXooKBSKk0IIz7sdJ1v+pFazcOFC9uzZ095h3Jfi4mKWLFnywCd+AIsXL27vECRJaiWlVfWk5JWR+EvLXtqVSoQAXW0Frj1MeC6wL942XRjY2xRDPfmnujUU1xSTfCW5uXWvMJlLVZcAMNYzxsvKixlOM/Du6o2tia1M9iRJemTJlj9JkqQbyPcPqS0UVdaReKFU07KXXVwFQEddLTx6mWpa9tx7mdBRV7udo300XK29yokrJzQJX15lHgBGukYM7DpQ042zn2k/tBRyCgRJkh5usuVPkiRJktqBEIJL12o1yy4k55Xxc2kNAIZ6Ogzsbcokj+742Jih7G5CBx2ZeLSGa3XXOFF0guTC5mQvp6J52SIDXQM8LD14ot8TeFl74WDqgLaWTLAlSfpzksmfJEmSJP0OQgguXK3WLLuQnFtGQUXz0jcmnXTx6mPGdN/e+Nh0wdHaCB1tmey1hor6Ck4WndRM0pJ5rXlNXH0dfTwsPRhnOw6vrl4M6DIAHS35cUeSJAlk8idJkiRJ96WpSZBRdP2XLpzNyd7VqgYAzA318OlrxvM2ZnjbmGFvaYSWlhw/1hqqGqo4WXRS040zvSwdgUBPWw83Szf+4v4XvLt642TuhK6WXFhdkiTpdmTyJ0mSJEl3oFI3kVpYSdKF5vF6KXllVNQ2AtDNuCND+lloFlS3MZfr6rWWmsYaThWfak72ClNILUulSTShq6WLq4Ur81zn4dXVCxcLFzpoyxlQJUmS7oVM/tqIQqHgpZde4oMPPgAgIiKCqqoqli9f3uI5hw4dokOHDgwaNOiWfdu3b+fEiROsX7++rUL+3UpKSujWrRvr16/nueee+83lPP7443zxxReYmJhgaGhIVVVVi8fm5eUxduxYzp07d8u+oUOHEhERgafnXce+As33eOTIkXdcQ/B2IiIi2Lp1Kzo6Omhra/PXv/6VsLCw+yqjvaxcuZIvvvgCbW1ttLS0+Pjjj/Hx8aFPnz6cOHHiprUcW8Odnq+WhIeHM3bsWCZPnnzT9kOHDhEREcG+fftaNUZJqlep+elSRfOYvdwyTuaVUd2gBqBPl04EO1nhY9MFbxszepp1audoHx21qlrOFJ/RdOM8f/U8KqFCR0sHpbmS2crZeHf1xtXClY46Hds7XEmSpIeSTP7aiJ6eHnv27OHVV1+95w/Qhw4dwtDQ8LbJ38Ng165d+Pr6snPnzt+V/H377betGNW92759O87OzveV/G3atInvv/+e5ORkOnfuTEVFBXv37m3DKFvP8ePH2bdvH6dOnUJPT4+rV6/S0NDwu8tVqVT3vRj9H+FBjUtqf7UNak5f/O+C6qfyr1GvagLA3sqQEI/ueNt0wcfGDKvOMuloLfXqes6WnG1ea68wmZ+u/kRjUyPaCm2czJ0Idw7Hq6sXbhZudNKVSbYkSVJrkKPO24iOjg5z585lzZo1t+wrKSnhiSeewMvLCy8vL44dO0ZeXh6bNm1izZo1uLm5ceTIkRbLDg8P54UXXmDQoEH07duXr7/+WrPvvffeQ6lU4urqytKlSwE4c+YMvr6+uLi4EBISwrVr14DmlrEXX3yRgIAAHB0dSUlJYdKkSfTr14/XX39dU+b//d//4e3tjZubG8899xxqtfq2ce3cuZMPPviAS5cucfnyZQA2btzIkiVLNMds376dv/zlLwBMnDiRgQMH4uTkxObNmzXH9OnTh6tXr95UdlVVFUFBQXh4eKBUKomOjtbsU6lUzJgxAxcXFyZPnkxNTc0tscXGxuLn54eHhwehoaG3tCZ+/fXXnDhxgmnTpuHm5kZtbS3x8fG4u7ujVCqZOXMm9fX1t5T77rvvsmHDBjp37gyAsbExM2bMAGjx/D59+vD3v/8dPz8/PD09OXXqFMHBwdja2rJp0yag+YuAwMBAnnzySezt7Vm6dCk7duzA29sbpVJJTk7zLHY///wzQUFBuLi4EBQURH5+PnDn18ivCgsLMTc3R09PDwBzc/ObEt8PP/xQc7/T09MBSE5OZtCgQbi7uzNo0CAyMjI0z2toaCjjxo1j5MiRALz//vt4eXnh4uLCsmXLNOWq1WrmzJmDk5MTI0eOpLa2Fmj5dXqjf//73zg4ODB48OCb1pSsrq5m5syZeHl54e7urnl9/G9chYWFBAQE4ObmhrOz8x1/z6RHV1W9ikMZxbz373Se2PgDLm99x9Nbklh3MIvKukae9unFpmcGcvL14cS+GMiKiUrGu3aTid/v1Khu5FTRKTb9uIlZ381i0BeDmPndTDaf3Uy9up5nHJ9hQ9AGjk09xo7Hd7DIYxGDug2SiZ8kSVJrEkI81D8DBw4U/ys1NVXz/+Ux58STm35o1Z/lMeduqfN/GRgYiIqKCtG7d29RXl4u3n//fbFs2TIhhBBTp04VR44cEUII8fPPPwsHBwchhBDLli0T77///m3L27Ztm1iwYIEQQogZM2aIyZMnC7VaLc6fPy9sbW2FEEJ8++23ws/PT1RXVwshhCgtLRVCCKFUKsWhQ4eEEEK88cYbYtGiRUIIIQIDA8WSJUuEEEKsXbtWWFtbi4KCAlFXVye6d+8url69KlJTU8XYsWNFQ0ODEEKIefPmiX/961+3xJefny/s7OyEEEK8+uqr4oMPPhBCCFFcXKyJTwghRo0apbn2X+OrqakRTk5O4urVq0IIIXr37i1KSko091EIIRobG0VFRYUQQoiSkhJha2srmpqaRG5urgDE0aNHhRBCPPvss5p7GBgYKFJSUkRJSYkYMmSIqKqqEkIIsWrVKvHWW2/dcg2/Hi+EELW1taJHjx4iIyNDCCHE9OnTxZo1a246vrKyUpiYmNzm2brz+b179xYbNmwQQgixePFioVQqRWVlpSguLhYWFhZCCCESEhKEsbGx5vno1q2bePPNNzXP1a/P4dixY8X27duFEEJ88sknYsKECUKIll8jN7p+/bpwdXUV/fr1E/PmzdO8Rn6Ncd26dUIIIT766CMxa9YsIYQQFRUVorGxUQghxPfffy8mTZokhGh+fXbv3l3znH733Xdizpw5oqmpSajVajFmzBjxn//8R+Tm5gptbW1x+vRpIYQQoaGh4vPPPxdCtPw6nTFjhti1a5fmnmZmZoqmpiYRGhoqxowZI4Rofs39Ws61a9dEv379RFVV1S1xRUREiBUrVgghhFCpVKKysvKW+3Lj+4f0aLhWXS9iz18R73xzXoz78IiwWbpP9P7bPmH76n4x8aOj4t1vU0V82hVRXtPQ3qE+UhrUDeJM8Rmx5ewWMee7OcLr/7yE83ZnodyuFJNjJot/JP9DJOQniIr6ivYOVZIk6aEHnBD3kDvJPlBtqHPnzoSFhbFu3Tr09fU12+Pi4khNTdU8rqys5Pr16/dV9sSJE9HS0mLAgAEUFRVpyn322Wfp1Kn5W1IzMzMqKiooLy8nMDAQgBkzZhAaGqopZ/z48QAolUqcnJywtrYGoG/fvly8eJGjR49y8uRJvLy8AKitrcXS0vKWeCIjI3nyyScBmDJlCrNmzeKll17CwsKCvn37kpiYSL9+/cjIyMDf3x+AdevWERUVBcDFixfJysqiS5cut71eIQR///vfOXz4MFpaWly+fFlz3T179tSU+cwzz7Bu3TpefvllzbmJiYmkpqZqjmloaMDPz++O9zcjIwMbGxvs7e019+2jjz5i8eLFN8XU0sQOdzv/xvteVVWFkZERRkZGdOzYkfLycgC8vLw0z4etra2mRU2pVJKQkAA0d938tQVs+vTpN7Wy3u41ciNDQ0NOnjzJkSNHSEhI4KmnnmLVqlWEh4cDMGnSJAAGDhyoqaOiooIZM2aQlZWFQqGgsbFRU96IESMwMzMDmltaY2NjcXd3B5pbbrOysujVqxc2Nja4ublpys7Ly7vr6xQgPT0dGxsb+vXrBzQ/17+2GMfGxhITE0NERAQAdXV1mlbQG+Py8vJi5syZNDY2MnHiRE0c0qOl5Ho9ybnNyy4k5ZaRfqX5/bWDjhZuPU1YOMwO718WVDfQk38GW4u6SU16WXpzN84ryZwqOkWNqrknhp2JHSF2IXh39cazqyfGesbtHK0kSdKf0yP/V2/ZOKd2rX/x4sV4eHjw7LPParY1NTVx/P/Zu/PgOq7DXPDf6eXuC3YC4AKQBEWQgChSIqmN0pM3SV40jhyv48RynIpjj5N6SbmSeaqKJ1MznsQTv0q9Z7/UuDQTO3KikZ8rqSSul8x7lUyieCLLtiiJlkmKpLgA3Il9vVt3nzN/9HK7Ly7ADdTF8v2qrrrv6dPLhQgSH872yiuRQHiz/K56gBtC/O3NzjLnX0fTtMg1NU2DbdtQSuGZZ57BH/7hHy55nRdffBHXrl3DCy+8AAC4fPky3n77bezYsQOf+MQn8P3vfx/9/f14+umnIYTASy+9hH/8x3/EK6+8glQqhcceewylUmnR67/wwgsYHR3Fa6+9BtM00dvbG9Sv/cy175VSeN/73ocXX3zxhr8u/td0KblcDul0GmfPnsW2bdtu6vzrfd3DdWrrhevUCn/2en9Gaum6jsceewyPPfYY7r77bjz//PNB+PPP13U9uN9XvvIVvOtd78Jf//VfY2hoCI899lhwrXQ6Hbnfs88+u2Ds59DQUOS5dF0Pun3eiMX+fCul8Fd/9VfYuXNnpPwnP/lJ5LkeffRR/PCHP8Tf/d3f4Zd/+ZfxO7/zO6tmch5a3OWpYrDkwk/OTeDs6DwAIGnq2N/bjA/e3YWDW1twz+YmJEwu7r1cpJI4OXEyWHrhtWuvYc5yu9RvzW8N1tk70HkALYmWBj8tEREBHPN3x7W0tODjH/84/vRP/zQoe/zxxyOzdh45cgQAkM1mb7oFMOzxxx/Ht7/97WDM28TEBPL5PJqbm4OxTX/+538etK7ciPe85z34y7/8S4yMjATXHB4ejtQ5efIk5ufncenSJQwNDWFoaAjPPvssvve97wFwW5D+5m/+Bi+++CI+8YlPAHBbkJqbm5FKpXDixAn8+Mc/XvI5pqen0dHRAdM08c///M+RZzh//jxeeeUVAG4IPXToUOTcBx54AC+//DJOnz4NACgUCjh16tSCe4S//v39/RgaGgrOWezr9uyzz+JLX/oSZmZmALituM8999wNn3+7HnrooeDr/MILLyz47Es5efIk3n777eD9kSNH0NPTs+Q509PT2LhxIwB3PN1innjiCXz7298OxlZeunQp+DNUz438Oe3v78e5c+eC8Y7hMP/EE0/gm9/8ZhBy33jjjbr3GR4eRkdHB37t134Nv/qrv4rXX399yc9LK49SCkNj8/j+qxfw5e//DIf+93/CQ1/7J/z2f/4Z/subV9Dbmsaz7+/HX/8PD+HN//lx/Pmv3o/ffM8O3L+tlcHvNkklcWryFF546wX823/6t3jke4/g4//l4/j3h/89hmaG8OTWJ/FHj/4R/ulj/4Qf/MIP8HsP/B6e6H2CwY+IaAVZ8y1/K8GXv/zlSNj7xje+gS996UvYs2cPbNvGo48+im9961t46qmn8NGPfhR/+7d/i29+85t45JFHbuo+Tz75JI4cOYL9+/cjFovhAx/4AP7gD/4Azz//PL7whS+gUChg27Zt+M53vnPD19y9eze++tWv4vHHH4eUEqZp4k/+5E8iIeHFF1/E008/HTnvF3/xF/HJT34SX/nKV9Dc3Izdu3fj+PHjOHjwYPCs3/rWt7DqTEyIAAAgAElEQVRnzx7s3LkTDzzwwJLP8elPfxpPPfUU9u/fj71796K/vz84tmvXLjz//PP49V//dezYsQNf/OIXI+e2t7fjz/7sz/CpT30qmHTlq1/9atAl0/fZz34WX/jCF5BMJvHKK6/gO9/5Dj72sY/Btm0cOHAAX/jCFxY81xe/+EXMzc3hwIEDME0Tpmniy1/+MhKJxA2df7u+8Y1v4HOf+xy+/vWvo729/ab+387NzeE3f/M3MTU1BcMw0NfXF5l4p57f/d3fxTPPPIM//uM/xrvf/e5F6z3++ON46623gu61mUwGf/EXfwFdX/yH7+v9OU0kEnjuuefwwQ9+EG1tbTh06FCwZMRXvvIV/NZv/Rb27NkDpRR6e3vrLgHx0ksv4etf/zpM00Qmk8F3v/vdJT8vNZ5SCqdH5oJlF356bhzXZtzv45Z0DAd7W/C5h7fi4NYW7OrKQeeC6stGKYVz0+eCbpyHrx7GZNmdiGljZiPes+U9QcteZ7qzwU9LREQ3QtxI97aVbP/+/erw4cORsrfeegu7du1q0BMR0WrGvz8ay3Ikjl+eweHhSbx6bgI/HZrAxLy7BElHNo77t7lLLty/tQV9HRkuqL6MlFI4P3s+WFT91WuvYqzozrzcme7Ewc6DONB5AAc7D6I7c3ProRIR0Z0lhHhNKXXdxa3Z8kdERA0zU7LwxvkpHB6awOGhSRy5MIWi5S4ns6k5iXft7MD9W1twcGsLelpTDHvL7OLsxWBR9Z9e/SlGCm737PZkOw52Hgxem7Kb+LUnIloDGP6IiOgdoZTCpakiXhuexOGhSbw6NIGT12ahFKAJYHd3Dp84sBn39TRjf28zuvK3PikW1Xdl7kqkG+fl+csAgJZES9Cyd6DzAHpzvQx7RERr0JoNf7cy8yURrW+rvRv8SmM7EieuzrqtesOTeG14Elem3Vl60zEd+7Y048nBTuzvacHeLU3IcNmFZVWwCjgxcQJHx47i2PgxvDn6Ji7OXQQANMWbcKDzAD47+Fkc7DyIbflt/DeTiGgdWJP/0iYSCYyPj6O1tZX/mBHRDVFKYXx8HIlEotGPsmrNlW0cOT+Fw8NuF843zk9ivuJ24ezMJbC/txn7e5qxv7cF/Z1ZGDonnF4uFaeCU5OncGzsGI6OH8XRsaM4O30WUkkAwIbUBgy2DeLTuz6NA50HsKN5BzTBrz8R0XqzJsPfpk2bcPHiRYyOjjb6UYhoFUkkEti0aVOjH2PVuDJdxOEht0Xv8PAEjl+egVSAEMDODVl85N5N2N/bjPt6mrGxKclfxi0TW9o4O33WDXpeq97JyZOwpbseZ3O8GQNtA3hvz3sx2DqIgbYBtCXbGvzURES0EqzJ8GeaJrZu3droxyAiWjMcqXDqWrUL5+GhSVyaKgJwF1Pfu7kJX3pXH/b3tmDflibkEmaDn3htkEri/Mx5HB0/imNjx3Bs/BhOTJxA0Xa/9hkzg4HWAXxm92cw0DqAwbZBdKW7GLSJiKiuNRn+iIjo9hQqNo5cmMJrQ5N4dXgSbwxPYrbstix1ZOPY39uMzx3aigO9zdjVlYPJLpy3TSmFq/NXg26bx8aO4fj4ccxaswCAhJ7ArtZd+MUdv4iBtgEMtg5iS24Lu28SEdENY/gjIiKMzJSCFr3Xhidw7PIMbOlOgHPXhgye2tvtjtfracHmFnbhXA5jxbGgNc/vvjlRmgAAGJqBu5rvwvu3vh+DbYPY3bob25u2w9D4zzYREd06/itCRLTOSKlwenQOh4cmg26c5ycKAIC4oeGezU34/KPbcKC3BfduaUY+xS6ct2u6PI3j48cjQe/q/FUAgCY0bMtvwyMbH8Fg2yAG2wZxV/NdiOmxBj81ERGtNQx/RERrXMly8LMLU8FyC68NT2K6aAEAWtMx7O9txi8/0IP7epsx2J1HzGA3wttRsAp4a+KtIOQdGzuG87Png+Nbsluwr2NfMBnLrpZdSJmpBj4xERGtFwx/RERrzPhc2evC6bbqHb00Dctxu3Bub0/jyYFOd9mF3hb0tqbYhfM2VJwKTk6cjLTohZdY6Ex3YrB1EE/veBoDrQPY3bob+Xi+wU9NRETrFcMfEdEqppTCmdF5vOatrXd4eBLnxuYBADFdw55NeXzu0Fbs72nBfT3NaEmzK+GtsqWNM1NnIkHv1OSpYImFlkQLBloH8L6e9wXj9LjEAhERrSQMf0REq0jZdvDzi9PB5Cyvn5/ExHwFANCcMnFfTzM+cWAz9vc0Y3BjHglTb/ATr05SSQzPDOPo2FEcHz+Oo2NHcWLiBEpOCQCQNbPY3bYbz+x+Jph5szPdyVZUIiJa0Rj+iIhWsMn5Cl4bnsSrwxN4bWgSb16aRsV2uxRubUvj3f0dONDbjPt6WrC9Pc3wcQuUUrg8f9ldNH28usTCnDUHoLrEwkfv+igG2wYx0DrAJRaIiGhVYvgjIlohlFIYGi/g8NCEG/iGJnBm1O3CaeoCgxvzeObBHtzndeFsz8Yb/MSr01hxLOi26bfshZdY2Nm8Ex/c9kEMtA5goG0A2/LbuMQCERGtCfzXjIioQSq2xLHL095YPTfwjc25XThzCQP39TTjI/duwv6eZtyzuYldOG/BdHk6mHHTD3zXCtcAuEssbG/ajkc3PYrBVneJhR3NO7jEAhERrVkMf0RE75DpgoXXz7tB79WhSfzswhTKXhfOLS0pPLqjHff1NuNAbwv62jPQNHbhvBkFqxCsped34bwweyE43pPrwX0b7gu6bva39HOJBSIiWlcY/oiI7gClFC5MFHF42F1u4bWhSZy8NgsA0DWBge4cPn1/j7vkQk8zOnKJBj/x6lJ2ytElFsbcJRYU3CUtutJdGGwbxEd2fCSYeTMXyzX4qYmIiBqL4Y+IaBnYjsTxKzNBF87DQ5MYmS0DALJxA/t6mvGhPV24r7cZezc3IRXjX783yl9i4ejY0WBClren3o4ssTDYNognep/AQNsAl1ggIiJaBH/6ICK6BVIqnLg6i5dPj+FfT4/h1aEJFCoOAGBjUxIPbm/F/h53IfW7NmShswvnDZFKYmhmCMfGjgWteicmTqDseEE6lsVA6wCe2f0MBtvccXobUhs4yykREdENYPgjIrpBFyYKQdj70ZnxYH297e1pfPS+TTjQ24L9vc3oyicb/KSrg7/Egt9t89h4dImFpJHErpZd+PjOj2OgdQCDbYPYnN3MJRaIiIhuEcMfEdEiJucr+NGZcbx8Zgwvnx7D8HgBANCRjeOxu9rxcF8bHu5rQ2ee4/VuxGhhtNp1c/wYjo8dx2R5EgBgamZkiYXBtkFszW/lEgtERETLiP+qEhF5SpaDV4cm8K+n3bB37PIMlAIycQMPbGvFZx/qxaG+NvR1ZNjN8DqmSlPurJuhCVlGiiMAAF3o2N60HY9tfsydebNtADuauMQCERHRncbwR0TrliMVfn5p2u3K+fYYXjs/iYotYeoC+7Y047ffexce7mvDPZvyMHR2NVzMvDXvLrHgLa9wbOwYLs5dDI735npxoOsABlvdoNff0o+kwa6xRERE7zSGPyJaN5RSODc2H4zbe+XMOGZK7oyRu7pyeObBHjzc14aDW1s4G+ciSnYJJydPRsbpnZs+Fyyx0J3uxkDbAD6282MYaHVn3szGsg1+aiIiIgIY/ohojRuZLeFHp8eDrpxXpksA3Bk53z/YhYd3tOGh7a1oy8Qb/KQrjyUtnJ48HbTmHRs/htOTp2ErNzC3Jdsw2DqIJ7c+GbTqtSRaGvzUREREtBiGPyJaU+bKNn5ydhwvnx7Hy6fHgoXVm1ImHtreit/oa8OhvjZsaUlx3F6IIx0MzQy5LXrjx3Bs7BhOTJxARbozmuZiOQy2DeJXBn8FA20DGGgd4BILREREqwzDHxGtapYjceTCFP71bbdl78iFKdhSIW5oONDbgl/YtxGH+tqwuzvHtfY8SilcnL0YTMZydPwo3hp/CwXbnc00aSSxu3U3PtX/KXdCltYBbMpuYtAjIiJa5Rj+iGhVUUrh5LXZIOz99NwE5isOhAD2bMzj849uw6G+Ntzb04yEqTf6cRtOKYVrhWtBa54/A+d0eRoAENNi6G/px4f7PhwssdCb64Wu8WtHRES01jD8EdGKd2mqiJe9MXsvnx7H2FwZALCtLY2n73Vb9h7Y1oqmFJcKmChNBLNuHh87jqPjRzFWHAPgLrGwo3kH3rvlvRhoG8Bg6yD6mvpg6maDn5qIiIjeCcsS/oQQ3wbwIQAjSqlBr6wFwH8G0AtgCMDHlVKTwu039B8BfABAAcBnlVKve+c8A+D3vMt+VSn1/HI8HxGtLtMFC6+cHfMmaRnHubF5AEBbJhYsrP5wXxs2Nq3v5QJmK7PuEguhtfQuz18GAAgIbM1vxYNdD7pBr20QO5t3ImFwQXoiIqL1arla/v4MwH8C8N1Q2b8D8P8qpb4mhPh33vv/EcD7AezwXvcD+D8A3O+Fxd8HsB+AAvCaEOIHSqnJZXpGIlqhSpaD14Yng9a9n1+ahlRAKqbjgW2t+KUHevBwXyt2bsiu23FnRbuIExMnImvpDc0MBcc3ZTbh7va78an+T2GgbQC7WnYhE8s07oGJiIhoxVmW8KeU+qEQorem+MMAHvP2nwfwEtzw92EA31VKKQA/FkI0CSG6vLr/oJSaAAAhxD8AeBLAi8vxjES0cjhS4fjlmWD5hVeHJlC2JXRNYN/mJvzmu3fg0I423LOpCTFj/S2ubjkWTk2dcoOeN/vmmakzcJQDAOhIdmCgbQBPbX8KA63uzJtNiaYGPzURERGtdHdyzN8GpdQVAFBKXRFCdHjlGwFcCNW76JUtVr6AEOLzAD4PAFu2bFnmxyai5aaUwvB4IQh7r5wdx1TBAgDs3JDFp+/vwaEdrTi4tRWZ+PoaiuxIB2enz0aWWDg5eRKWdL8+TfEmDLQN4LHNjwVr6XWkOq5zVSIiIqKFGvFTVr0+W2qJ8oWFSj0H4DkA2L9/f906RNRYY3Nl/OjMOF5+2x27d2mqCADoyifw3l0bcKjPXVy9I7d+xqAppXB+9nwk6L018RaKtvu1SZtpDLQO4Jd2/VKwlt7GzMZ129WViIiIltedDH/XhBBdXqtfF4ARr/wigM2hepsAXPbKH6spf+kOPh8RLaP5so2fDk0EYe/EVXdx9WzCwEPbW/GFf7MND/e1YWtbel2EGaUUrs5fjayld3z8OGYr7tclrsfR39KPj+z4iNt1s20AvbleaGL9dXMlIiKid8adDH8/APAMgK95278Nlf+GEOJ7cCd8mfYC4n8D8AdCiGav3uMAnr2Dz0dEt8FyJN68OIWXT4/jX0+P4Y3zk7AchZiuYX9vM37niZ14uK8Nd2/Mr4vF1ceL49VZN73tRGkCAGAIAzuad+DJ3ieDtfS2N22Hoa2vLq5ERETUWMu11MOLcFvt2oQQF+HO2vk1AN8XQvwqgPMAPuZV/3u4yzychrvUw68AgFJqQgjxvwJ41av3v/iTvxBR4ymlcHpkLhi39+OzE5gr2xACGOjO4XOHtuJQXxv297QgGVvbC4RLJXF26ixeH3kdR0aO4I2RN3Bx7iIAd4mF7U3b8cjGR4K19O5quQtxPd7gpyYiIqL1TriTbq5e+/fvV4cPH270YxCtSVemi3j59Dh+dNrtyjky6y6u3tOawsN9bTjU14YHt7WiOb22F1cv2SUcHTuKI6NH8Pq11/Gz0Z9hpjIDAGhJtGBfxz7s69iHwbZB7GrZhZSZavATExER0XoihHhNKbX/evXY54iIAjMlCz8+M46XvbB3ZtRdXL0lHcND21txyFtcfXPL2g4348XxoEXvjZE3cHziOGxpAwC25bfhfT3vCwLf5uzmdTGGkYiIiFY/hj+idaxsO3h9eCoIe29enIJUQNLUcXBrCz55YAse7mtDf2cW2hodt6eUwrnpc0HQe2PkDZyfPQ8AiGkxDLYN4jO7P4N9Hfuwt30v19MjIiKiVYvhj2gdGZsr49jlGRy9NI2fnJvAT8+No2S5i6vfsymP33hXHx7qa8O+LU2IG2tz3F7ZKePY2DG8MfKG27o3+gamy9MAgOZ4M/Z27MVH7/oo9nXsw+7W3Yjpa7tLKxEREa0fDH9Ea5BSChcmijh2eRrHLs/g+JUZHLs8jWsz5aDO9vZ00LJ3/7YW5BJmA5/4zpksTVaD3sgbODZ+LFhAvTfXi3dvfrfbqtexF725XnbhJCIiojWL4Y9olbMcidMjczh22Q14x72wN1tyx6jpmsD29jQe2t6Gge4cdnfnMNCVRz619sKeUgrDM8ORLpxDM0MAAEMzggXU93bsxd6OvWhJtDT2gYmIiIjeQQx/RKtIoWLjrSszbmveZXd78tosKrYEACRMDf2dOfx393RjoDuPge4cdnZmkTDXZhfOilPB8fHjODJyBK+PuLNw+mvr5eN57G3fiw/3fRj3dtyLgbYBLrdARERE6xrDH9EKNe6Nzwt32zw3Ng9/dZamlImB7hw++1AvBrpzGOjOYWtbZk0vqD5dno7Mwnl07CgqsgIA2JLdgkMbD2Ffxz7c23EvevO90ITW4CcmIiIiWjkY/ogaTCmFi5PFoMumH/iuzpSCOhubktjdHW3R68on1vT4NKUULsxeiHThPDt9FgBgCAO7W3fjk/2fDMbrtSXbGvzERERERCsbwx/RO8h2JE6PzoVCnhv4ZrzxeZoAtrdn8MC2liDk7e7OoSm19mectBwLb028FZmcZbw0DgDImlns7diLD237EPZ27MVg2yCSRrLBT0xERES0ujD8Ed0h7vi8WRy/MoPj3qybJ65Wx+fFDQ39XTl86J5ur9tmHv1reHxerZnKDI6MHAmC3tGxoyg5bmvnxsxGPNj9YLCQ+vam7ezCSURERHSbGP6IlsHEfMVrzZsOWvTOjc1DeuPz8kl3fN4zD/YELXpb29Iw9PURaJRSuDR3KdKF88zUGSgo6EJHf0t/sLbevo59aE+1N/qRiYiIiNYchj+im6CUwqWpYnUiFi/sXZmOjs/b1ZXDh/Z4LXob8+he4+PzalnSwqmJU3h95PWgG+docRQAkDEzuKf9HjzR+wT2dezD3W13I2WmGvzERERERGsfwx/RImxH4uzYvNuad6k66+Z00V0g3B+fd3BrS9Btc3dXDs3ptT8+r9ZsZRZvjr4ZtOr9fOznKNpFAEB3uhsHOg8ErXp9TX3QtfXRtZWIiIhoJWH4IwJQrDg4cXUm0qJ34uosyjXj8z5wd1ewrEJ/Zw7J2PoLMUopXJm/EgS9IyNHcGryFBQUNKFhZ/NOPN33dDALZ2e6s9GPTERERERg+KN1aKpQCcbl+WHv7OhcZHze7q4cfvmBHgxsdFv0tq2j8Xm1bGnj1OSpyCyc1wrXAAApI4U97XvwxXu+iL0de7GnfQ/SZrrBT0xERERE9TD80ZqllMLl6RKOXaqGvLeuzODSVDGo051PYHd3tEVvY1NyXY3PqzVvzUe6cL45+iYKdgEAsCG1IWjRu7fjXuxo3gFD418jRERERKsBf2qjNcGRCmdH56pr511xw95UoTo+b1t7Bvf1NOMz3oybu7tzaFmH4/NqXZ2/iiMjR/D6yOs4MnIEJydPQioJAYG7mu/CU9ufwr6Ofbi34150Zboa/bhEREREdIsY/mjVKVkOTlydDbptHr88gxNXZ1Cy3PF5MUPDrs4s3j/Yid3esgr9nVmkYuv7j7stbVyZu4KhmSEMzwzjzbE3cWTkCK7MXwEAJI0k9rTtwa/d/WvY17EPe9r3IBvLNvipiYiIiGi5rO+fhmnFUkphYr6CK9MlXJ4qYni84LXmTePM6Dwcb4BeLmFgoDuPT9/fE8y4ub19/Y7PU0phtDiK4ZlhN+RND2N4ZhjDs8O4MHsBtrSDuu3Jduzr2IfP7P4M9nXsw10td8HUzAY+PRERERHdSQx/9I5TSmGmZOPKdBFXpkq4XLO9Ml3ElelSMNOmryufwEB3Dk8OVFv0NjWvz/F50+XpoAWv9uUvsQAAMS2GLbkt2Jbfhndtfhd6c73oyfVgS24LWhOt6/JrR0RERLReMfzRspsv20GAWxDupku4MlXEfMWJnKNrAp25BLryCdy9qQlPDLj7XU1JdOeT2NScXHfr5xWsAs7Pno8Eu6GZIZyfOY+p8lRQTxMaNmY2oifXg/0b9gfhrjfXi850JzSxPltBiYiIiCiK4Y9uSslycHU62kp32Qt0fhfNmZIdOUcIoD0TR1dTEjs6Mnh0Rzu6mxLoyifR1ZRAdz6J9mwcurb+WqEsx8LFuYsLWu+GZoYwUhiJ1O1IdaA314v39rw3aMHryfVgU2YTTJ3dNYmIiIhoaQx/FLAciWszpSDE+a10l6dLQRfN8fnKgvNa0jF05RPY1JzCwa0t6Monq+Eun8CGXAIxY/22PkklcXX+6oJwNzwzjMtzl+GoaitoPp5HT64HD3Q9EIS7nlwPtmS3IGWmGvgpiIiIiGi1Y/hbJ6RUGJ0rB6EuCHfTRVz2WvBGZ8vBQue+bMJAt9dCd/fGJnQHXTHdbVc+gYSpN+ZDrSBKKUyUJhZ0zxyaGcKF2QsoO+WgbtJIoifXg92tu/Fk75PozXuteNkeNCWaGvgpiIiIiGgtY/hbA2pnxrxS2y1zqoRrMyXYNckuaepBt8tHd7RHQp2/zcT5RyRstjIbhDp/6we+OWsuqGdoBjZnN6Mn24OHux9GT74HvblebMluQUeqgxOtEBEREdE7jj/Zr3C3OjNmTNfQmXcnTXG7YoZCndctM580GULqKDtlXJi5EOme6b/GS+NBPQGBrnQXenI9+NC2DwVdNHtzvejKdMHQ+O1FRERERCsHfzptsELFDrpd3szMmBuy7gQqgxvzeHyg0w13obF2rekYtHU4gcqNql3wPPy6Mn8FCtVW0tZEK3pyPXh006NBuOvJ9WBzbjPieryBn4KIiIiI6MYx/N1BZdubGTPUQlc75m66aC04rz0bR3c+gb72DB7Z0RaMufPDXXsmvm4XMb8ZSimMFEaCRc79Bc+HZoZwce5iZMHzjJlBT64Hezv24hdyvxAslbAltwXZWLaBn4KIiIiIaHkw/C2zkuXgY996BVemixibWzgzZnPKRJe3bt2B3pZgzF1XPoHupuS6nxnzVoQXPB+aHoqsjVdvwfO+pj68e8u7I8sltCRa2AWWiIiIiNY0hr9lFjc0dOUTGNyYC5Y66PZmxezKJ5GMcWbMW+EveO5PtBIejzddng7q6UJHd6abC54TEREREdVg+FtmQgg895n9jX6MVUMqiYnSBEYKIxgtjOJa4Zq7XwztF0YxVZ6KnOcveP54z+OR9fC44DkRERERUX0Mf3THFKxCEODCr3CwGyuMwVZ25DwBgdZkK9qT7diY3oh97fuwIb2BC54TEREREd0Ghj+6aba0MVYcWxDqRgojGClW9+et+QXnps00OlId6Eh24MCGA+hIdaA91Y4NqQ1ueaoDrclWmBpb74iIiIiIlhPDHwWUUpipzNQPdaFgN14cjyyFAACGMNCWakNHqgN9TX14sOvBIMyFX2kz3aBPR0RERES0vjH8rRNlpxyMnxspjOBa4Vp0vziK0cIoSk5pwblN8Sa0p9rRkepAf0s/2pPu/obUhqC8JdHCyVSIiIiIiFYwhr9V7lYnTAGAuB53u10m2zHYOoiOzdEumH6w40LmRERERESrH8PfCna7E6Z0pDqCCVPqdcHMxXJc246IiIiIaJ1g+GuA25kwJWNmgha5g50H63bBbEu2wdD4v5aIiIiIiKqYEJaZIx2cnT57SxOmtKfa0Z5qR19THx7qfqhusOOEKUREREREdCsY/paZVBIf+cFHImVN8aZgDF1/S38wzi48to4TphARERER0Z3E8LfMTN3Ef3jsP6A50RwEO06YQkREREREjcbwdwe8p+c9jX4EIiIiIiKiCPYzJCIiIiIiWgcY/oiIiIiIiNYBhj8iIiIiIqJ1gOGPiIiIiIjoOpxKCXa52OjHuC2c8IWIiIiIiCikMHEVo6cPY+raz1GsnELFPAcrdRntpd/Gng99sdGPd8sY/oiIiIiIaF2yrQpGT72J8fNHUJh7CxXtLOzUMJz4tFshDeh6E7TZzYhN7kW8567GPvBtYvgjIiIiIqI1TSmFiQuXMfL2YcxPHENFnoYdH4KdvgSl20AcgKnDmOuGMXU3EnI7Epl+NG3Ziw19vUhmY43+CMuC4Y+IiIiIiNYEpRSmR+cwevIoZq69iXL5FBzzHJz0eTjJSUAAaAW0cg7G/BYkx96PePwu5Lv2YEP/HmSac43+CHcUwx8REREREa0qSirMTpQwOnQJU+ePoDx/Ao44C5k6Dyd7CUqvAC0ApA6z0IVYYQDxUh+yzQPouOs+NG3qafRHaAiGPyIiIiIiWpH8kDd+aQaTQydQnDwGR52BSgxB5S7ASY4DTQCaAK2SgVnoQXLmCWTSu9C65R609d0DPZZs9MdYMRj+iIiIiIiooZRUmBkvYfLKPCYuXMP8yM9hV96GiA1B5C7AyV6EypaBLAAlYBa6EC/3I6XuQtOGu9HWuw+J1k3QNK5ktxSGPyIiIiIieke4Ia+IiSsFjF+awdzlM7CLJyD0czByF6DyF+CkRgGvV6ZmpWCWepAtPY5cfheaN96D/Ka7YSTSjf0gqxTDHxERERERLSspFWbGim5L3pV5TF4eQ2XqBDRxBvHcBWj5C3ByF6G2liAAQAmIUieS9g5k7A8i33Y38pv2INXWy9a8ZcTwR0REREREt0RKhZnRIiaCkDeLwvgwhHMaydwFmPmLQP4CRM8I4r3KPclOwiz3IG+/F7nULuQ67kZ+8x6YyWxjP8w6wPBHRERERERLioS8y27Qm7o6AVE+g3T+PJL5i9DyF2BsuojM1kJwnlbagKTchox6EtmmAeS770F6wza25jUIwx8REf8x8ZEAACAASURBVBEREQEApCMxPVrE5JUCJq7MYeJKAROXZmHNXkE2dx7p5osw8xcRb7+A1t6rgHBb85Qdh1npQVo+hozZ77bmbdqDWLqpwZ+Iwhj+iIiIiIjWGT/k+S15/ti86dFp5DOXkWu5iET+IhLNF7Fh4wXI2FxwrlZuQ1JuQ1q9B9n8AJq67kG6sw+arjfwE9GNYPgjIiIiIlqjHEdieqQ68Yof9qauFZAwp9DUchHp5otItFxC9z3n0Z66AmjSOzkGo7IFOXUIGaMfufZBNG3ei1imubEfim4Zwx8RERER0QqllIJdkaiUbFglJ7KtlBxYZQeVoh1sK2UHlndsfqqMqWsFKGWhOX8VuZaLyLRewuaBi+g6eB5ObKZ6n3ILknIbWtW/QTa7G/muPch27YSmMy6sJfy/SURERES0jJRSsMp1gtl1wpq/De9bJRtKRa4OXbNhxoqImSWY3suIFRGLV2AmyojHSkhlS2jpmMCmvcOopC4BmgMAcBwTRmUz8vJ+ZPR+5NoG0bT5HsRz7Q35WtE7i+GPiIiIiNY9Jd3A5gY0G5Wig0rZhuVvw61tQWgLlYW3ZQdQNTcQEjGzhJhRhBnzQlusjFiiDDNRQiJWQjpbhtZShDCKgF4E9BKUXoTSi5Chlx/kFiMBSCVgWHkk7W1okQ8im92NXOceZDfugm6Yd+zrSCsbwx8RERERrUrSC2xW6TphLdguEta8FrmFFAy9gpjXymbESjDNMuKpMmLxEuKxMtLZErSWEoThhjallQC9AKkXofQSpFaANIpQemXpz+K9hBOD5qSgyyR0lYKuktBFE3Skoas0DJWGjiwMMwPDyMCIZWHEszATORiJLMxEHmY6Dz2e5nIKtADDHxERERG9I6RUsL3ukMGr4m39FrfrhbVQd0m7bmADhGYjbnotbEYJsUQJ8UQFsUQJiVgF6VwJWmsRml6EMEqA17qmtIIX2LxWNqMYLGVQjwJgAYDUoTtJaNINbZpKwUQLdJGGgTR0mYYuMjWBLeeGtngWRioHM9kEI5llqxzdUQx/RERERBThOBJWyYFdqQlq3qu23C5LWGUbVkV6ZTassvSOVUOeY8nFbyokYobbHTJmlhBLlJFIVWDGS0jGy8jkStBbvRY23W1dg16E8oKaCgU2pdmL3kYBsAFACWhOApqThC5T0JB0gxo6oMNrYVMZGFoGuukFt1gWZjwHI5GDmcjCSOYRS+ehx5LL/b+A6I5g+CMiIiJahZRSkLaqtp6Vqq1odtlBpWjBKldglYqwimXYlRIcqwxZqcC2ypB2BY5dhnIsKKcCKStQ0oZSFgALmuZA6DY04UBoNoTuQAi3TAjbLdMcQLOh6Q403UEi6SCZccug2YCw3fFpwobyt8I9poQNJRwozS9bPBj6gc2G3y3SC2zK7RoZExugizR0ZGDIFHQtA8PIBoHNbWHzukUm8zBSeRjxNNelo3WH4Y+IiIjoOpRSUFK5IcmxoBwbjm1B2WVIqwLHKUPZ7rFgX1qQTsUNWZYbuByvrmO7xxzHqyctKGVBSQsKFqSyoWBBeZFHCasanLzQ5AYspxqmNBsQDpTmBir4rV8GgOzCzyRwGz8ISh2QBqAMCFXdanC3At5LmRBIQhOm+16Y0GBCwH2vwYRQXpk03S6RZgZ6LAMzlnVb2OJuC5uZzMFI5dktsgGUUlDKDeHS25dBmYJU3i8jFAD/WKiufyxc1y2/Tl3pbq9bN3ROvbr+M0WeM3iWal33mP/5wp+7WvdAbzN2bKjzDbVKMPwRERHRTVFK+dMJQkkJOG4wgnRnTIQjIR0JJS1Ix3ZblqQF6QUiJW1Ix3b3HdtrcbKgpOMe8+ooWYFUjnuucqrhSDmQyoJSNpRyoGCH3ttucPLKlbLdbfByvJfX6iTcMggneF/dd6L7S7RM3RTde4VJzQ1NUgeUDuEHK+mFK2/rBqsEhNIhHBPCMdwgJUxowgtXwoSmm9C0GDTdhK7HoBtx6F6Z0E1oWmhfj7v1jRg0PRZ6b0IYcehGzD1mxqEZ/vmcSOSdZDkSM0ULMyUb00XL27e8fa8seG8FdYsVpybYRLd1A12dulT1vz09yPBHREREy0tJBWVLKMt7BfsOZKUCxyrCsYqQVhGOVYLjFOHYJUjb28oSHMfbyjKkLLstSV4YcsNUbSjy9oX0tjYAJxSSpNddzw9D1WBU+37ZglKYwMLQBABKeIFJj2whdQhV3a9uNUAZgIwBMhkpV6F6SupQauF75e0L6ICIuS1amgmhxdzwZZheiIpBN2LQzTj0WAy6mYARj8OIJxCLx2Ek44glUzCTccRTCZhxDUZch64zWK01SinMV5wgnEW2JTu074e3aKArVJZe2sHUBfJJE7mEiVzSRD4Vw5bWNJKmBk0ICCEgBKAJuO+BUJn7XtOq5ZpA5Fi9uoD7PlzXLwvqCu/cmrrhslupCxGqA3eLRT6LqKkrwp9tkc+4VN1sYnXHp9X99ERERO8A5dQGsOp7WXEg7TKcSgGOXYJjFeBYbgiTfiBzSnBkCVKWg61UJUhVhqPKUKoMB2UolCFFBUpUILUKlG5BaRVIvQKlWVB6BVKzll7jSwBYqlecEkEQEgtC0eJbJePVEKTcLn9KaUEoQigU+eXSv4YyoGAAcAOTu199CaG5+8KEEAbgvYRmAFoMQjOg6e57TTMhNL9ly32v6wY0XYReWs17AU2LlgtNQPfeC68seK+Fz6tzLV0Lfvil9aNiy0jr2nRtS1wQ3uq0xJVsONdpQssmjGp4SxroaU25gS5pesHOQD7lBrxouYmEqUEI/pmk62P4IyKiVUMp5XYxtKqtYEEg87ayYsOxi3AqbsuY45Tc1jG76LaC1YQxqfxtGY4qQaECqcqQogyJihu+NHerdKtuKFt0KngNQGyJDyR1wDEhZAxwTMCJQUlva5tQ5TSUY7ovOwYpY5C2CenEoFQMQNzdijiEiANaAkJLQNcT0PQEdCMJ3UjA8La6bkLX9UhAEqaAHn6vVYOQWCI8adpiQUurHtPc6xGtBFIqzFVCrWyhkDazREucX7doLd36FjO0IKTlkiZa0jH0tqa9oGYEQa02uOWTJjIJAzq/V+gdwPBHRHSTpGPDmp9CZW4CVnEaleIE7PIcAAWlJLwBE3B33H0VlMHtOhccVlBQoXMAKBnsAqp6LW/QuX9e9X3oPpHjCgrVusG1/Or+c0Tu4wUshPfDzx66Vrg89IzeV6nmM7hl1Srh+ip0qeq9pbIgVdkNY0GLWBnSawFTmgWpl71tNZwtOsW7/y/eUmHMMQAnBngBLAhkjgllJ6GcHJT3XtoxSCcG6bhhTCoTUHEAcUDEAS0OIbwQ5r+MJHQ9AcNIQDdTME0TRkyDEdPdralBN/Vqmal55Tp0U4MZ06HHNBiGxlBF61LZdq4b3KYLodAWaombLVlLjl8TAsjGq61ruYSJbW2ZaHCLtLwZka6WCZMzh9LKx/BHROuOlBJOuQBrfhKV+QlYxSlUipOwyjOwK1OwrRlY9gxsZwa2moWj5uCIOTjaHBy9AGkUGv0RXKJmu9Yo4YavUKsYHNMNX7YJ5WSgnGZIrywSxGwTUnotYyLmtor5QUxLQNPj0LWkF8K8QGYmYMa8MBZ3w5YfvIIQFvPKzXBgc8vYDZDWG6UUbKlgORKWrWBJGexXHG/fkbAcFdqXqNgKdp26FVtitmTX7Vrp75ftpceSJkwt0rrWnomjrz2zoKUtl3Rb58J1s3GD38e05jH8EdGq5NgWrLlJWIVJVAqTsIpTsEpTsCrTsCvTbniz3fBmq1k48APcPKRRWHIBYAhAiDg0pCHsFISVgrKaoCrdUFYSykrDqaTgWElY5RTsSgqWlQAgoIRwG64EAGjuVgEIz4ynAKFpXvuWO3Ad3lgN5Q0wdw8JNwB5A8+DA/42uKZXx3vv13WrCe+9X1VzB7C7N4XQ/EtqoUuHzhcagiLv80Sv754bnAdAeAPt3XuFnz/8OfzrV8uFN7JeeA+iGTpMU3dDVrzaEqbXBC8/mAUtY95x/hBHq01tmPJDke3UhqlogKrY1XC1sK6K7Ffsaj3LkaG6asE5QV2pYNkSFWfhfZabJlATygxsyCUWjH3L1ek6mU0YbH0jug6GPyJqCCkl7NIcrPlJWPMTqBSnYBWnYZW9AGdNuy1vjhfe1CxsMQ9Hm4PU5yGN0tI3EDo0kYJmpyDsFFQlBViboCopKCvlhTc3uNmVFCqVFByVgdAyEGYOsVQS8ZSJeNJAPGUgnjGQSJmI+e9Thns8ZSCeNGAmdA62p4ZwpELZdlCyZLAtWQ7KdnRbsWUwhbsv6NUb6npbLfPrqEjv4AX1l7pWzY0ivZtDZQuvFe2b56+zFb1P/XtWz1lYf6lroc7z+Neudw3AnRbfD0hBuHIk7EUCVLWuqhO43Pd3iqEJmLoGQxeI6RpMXYNpuGWmFtrXNSRNHdmEAVPXvLr+uRpi3r5paN5xAUOv7vvXiN6neg3Tu15skXopk7+4IbqTGP6I6JY5VhmVuUlYhSlYhQlUitOwypOwytOwrRkvwM3Cll6AE17rmz4PRy8sPWOhBgiZgKbc1jdUUoDVAlXZBGWloKwknEoaTiUJq5KCVUnBttNQehZKy8KMpxHPxKvhLWUg3lQT3pJmsB9LGZxenW6LI1UkbNULYOFt+TrHF27dcFcOhbyy7dzRwLDeBK3ZwXsRvK8eq1bSBBDTNcSMapCpBiY35Bi6hlTMqIYfQ4OpVfdjoXq1ASoSmIzqMaMmQEXqGtVjfj1TY7dkInIx/BGtY1JK2MUZd9zb/DSsojeBSXkKtjUNy5qBY88E4c1Wc3DELBxtHo4+D2WUl76BpkNz0tCk13WykoKyWqAsN8w5VjW8OV7rm0QGSs9CM3KIpxPRoJY3QuHNjAa7lDtWi61vZDuyGsC8kFWqCUyLBakb29YPbvZtrIQsBJAwdCRMDfE620zcQGt68ePuVkPC1BE3NSSM6DZu6Igb1e8PIeoHnOqxar3a57yR+sFpixyrdw33ffXB6gWxevXrPWPtsSXDHP/OIKJ1hOGPqEH8BZxhSyjHW8zZlu409raEtLy1w6yiu26Yt16YYxcgnSKkU4Yji3Acd/p6KUtwvCnr3enqS5Aow/G2EmV3pkThzpoo9YLX+rbEmA0N0EQSQqUhrBRgpYBKO5TVA1gpyEqqOvatkoZdScKy04CeBfQ8zEQS8XQsCGqxlIF4i+GFNjMU3Nz3sYQObZW0vimlULYl5ss2ChUHRcuB9Gb19LuVLdhHtQudP7OlXy5ltdyfUTP8fuH54esvfl2l3K5p4e5+C5+vznXr3Buhe/j1pVrkujXvUecz1r2uVy5VNMQttq3UKb+dEKYJuAHKD1KhbdzrCte+yPHrbeP1yr2AZuqCIYSIiO44hj9aNyJhy/bCluPuI9iveW+poBzeOdJxQ5m0i174KsGRfgArwlFld1/5oasavtx1w9xtsEaY7i/mXHGnrfcWcVZ6efG1w8J07+WTOoQTh5AmhBODcOLV2RLtFJTT5E5dbyUBKwmnkoIdGfuWBJBzW99iWcTT8aB7ZCxlINFsIJY0o+PeQi1w+gpcaNZ2JAqWg0LZwXzFrm4rNubLDgoVN8AVKk4Q5oJtpH61vFCxl5wynG6O3xLlt+4IAZj64gEqlzTRno2Hji/VIlbdxq9znCGMiIjWMoa/NUpFfu3vv3f3oRSUrB5X0q8XWovMOx7Uk6p6TfdX/dXzgnqh60f2vXP8ay64/mLXCN9LBeFLhVrKwq1m0rahnBIc5baISXgLN/vhS5TdBZr1xYJXBUrz61QgNTeILahjVG7tO0e6CzkLGQNk3Ju2PuZOW28lIYsxSCsGaZnedPXx6DpidgyOHYO0Y7AdE44dg+NNb6+JBDQjCUNPwIjFYcY0mHEdRlyHGdOr+3EdpjdrYtB9sqYVLpYwGrZ+WG1r2rwXzoqVhWEt2FYcFMredkF9N6xdb2rwMEMTSMcNpGM6kjEd6biBVExHZy6BlFeeihlIx6PbhKlBCwWXaogJl4VnvYwe88+tznwZqhOZEFRAEzXXDXdvC58fum4w82ede4fP17SF5Ys9lxb+PNe7rljk3gxaRERE7xiGv2UmHYk3/uvn3DfBtGDuf5S/v3AqsWqhCs9WpmquUXtOaEa0cAtEZIq1Vc77CVEJ6S7erFtQiWowk5q7sLPbkmbd2i1UHFBxN5SpOJSMATIG5aQgnTxkyQ1djmXCtgw4lRjsiumFNDe8+SHNX2tMRd67a5AZpuGGMD+MxdwgZsYNmN66YomEDiMfCmx+iIv5wU2vuYY7tX0jwpojVdBidqOtZfNl22uBq4a12ta4m2lNS5p6EL5SXlDLJgwvqOlIx4zqtja0xfRqmAuFupixOrqdEhEREd0shr/lJoCCOBPsR7b+br3fdNcW3Uid6gWXPC0y8n7R+9U5SdQU17127Uj7pZ8vbME03PXeq1A2lnEoFYdyslCyFcryQpdtwrHcl10x4VRM2GUDdtnwjodCWSSomVCOCcBf6AxuqKoTuIyYjnhcRyamwci64SzaqqZVy8Ll/tbU3rGA5sjQ2k12aLrx0JTjliNRrMhIa1pta9n1wtzNtKbpmkA61IrmbzdkE0i21oS0UFirre8fT8UMJE0dOmevIyIiIrphDH/LTNM0PPKB/6/Rj7EkJRUcW8K2JBxbwrG8fe+9v29bTvRY7b5dU25LOJazyLWqdeXtDJQSCAUvr9XM68ZoxnUkYjrMJj+c1YS4cPfHWDWw+WXGEmPVlFJeqIounuuHqYqtUPTLHAvWfAXWtKyGsNBaThU7utBuZJFdu/6iu7VrQ1Xsmjqh97c7Ds1vTUvGqiEsEzfQkY3XhLOFXR/d1rWFYS2mr7xxgERERETrDcNfAyilIG0VhKe6IatusKrWDQercP0FYcsOnePVk/ZtpgMBGIYG3XRfhqlBNzRohoBuatBMHUbGRMwQEIYGzdAgDAFhCGi6v+/WF7r3MjQIXau+14U77V6wDyhNwAFgyWiQKjsKcwsCkQPLsVGpSFjF6OK7ll3zviZc1Vuw13JkZPHg5SKEt0ZUeL0nY+E6UaauIR03Iu9rF+mNGdqCNZ/8tafqLaob7irpd31kaxoRERHR2sXwt8xsy8H/9EevwHYUHEd6W3ffkcp9L2Uw9M9/Se/nbRkugwJEtCx4aQLCC0QQADQBJQDhbZU/Vk4DkABU0i1H7b2Ef01v2nYEc7FABlOuK69cefO2KEjp7jv+fllBlu74l/eG6ZoIFs6tDUB+UPLfZ+IGYiktsjhuPHJOaNFdo84ivEb0fSyos0iQC4U0Bi0iIiIieqcw/C0zoQn837PTCw9o3muJr7g/c56uuTPjad5sepomoAvhbr2XJgQ0r55/TBPV83StWqaLav3gXO/auuZOa6575wgRrRM8S/haWvUewisLX8d/5sj5/jOFP0/4ujX3rPdMkdaxRYKcyVBFRERERFQXw98y03UNP/yddy0atIJQJKqhxt/nmCgiIiIiIrpTGP7ugC2tqUY/AhERERERUQTD3x3w5j/+Vwhdg26Y0HQdum5AMwzoug7NMKEZC8t0Q/feG9B0A7phQDN0aLrBFkEiIiIiIrptDH/LTEoH//B//qdlvaam69VAqOteMPT3zWqZ7gbGBWV+PaNOWeh6QTgNl3n13WNGNbR6969XFn4WTdOX9WtBRERERES3ZsWFPyHEkwD+IwAdwP+llPpagx/ppgih4de/9V1Ix4a0HTi2DenY0a3tLCxzvLoLyqzIMcdxIBcpc7c2KqWie49QmePU3MMrU/LGF+q+1a9HOHRGQmptkAxaPOuU6QY0XXPLNB1C14N9Tdfql+k6hOaV6To0zSsL6lTrRsq8utHr6d71tFCdahlbZ4mIiIhopVtR4U8IoQP4EwDvA3ARwKtCiB8opY439slunBACmeaWRj/GDVNSugExCKbV4LmwbKlj9cv888LBN7hWnSBrVyqQxUIQWsPXlFJCSgnlOO79pLu90wH2RgSh0A+EobAZCaz1yvzwepP1q4F0sbJouQiFXU3X4a4RshrcgQUW74C660DWKVSLfZ56F6hbdOPn11+bsl69m7jmDdZblvPDvF+wiJr3Sx2L/lJGRE8LHRP+mTXHBOrco3qT0KHo+dXrhe9Rc98l7l997vA9lnq2RY6JOuej5msTfua6XzcsWi5qPouoW3fpzxb+XLXPfb1njpQv8rW/3jPX/xw38cya5v6Ckr1ciGiVWFHhD8BBAKeVUmcBQAjxPQAfBrBqwp9SCv/yL/8CIUTw0ryWoRW9rxuImbHIc68WSikoKSOB0A+FsjYoOo4bIkPlbpiU1XODsmhdFVzbrVsNvQ4cx4HjH7fdazheXRXsO5BKwvHKpCPdc6SEtELh1ttK6X0uJSG9z+i+9/aVCvb9n0YU/B+CwtvFjtEdoxbsBG9F3URXNzku8/W8ExYcWnifBddUde59k/cJrqlq6t3Q9W7CLf3ddRPnLFJV3eo3lVj0zS1e72avsfjfB5HPVLfOIieKJY4FdRY/rmrC15L3XVBnsWda+nnUkn8vXu/r4B7QNM3tCaJp1X1R875mv1792uNanfKFdXQITVT3vWAqNB2aVt0Xmv+c+qr6d57WAaXcn+eUhJLX2YZ+DnK3/jEFpRx3X9ard73rha7jv69zr/0PP4KD735fo79it2ylhb+NAC6E3l8EcH9tJSHE5wF8HgC2bNnyzjzZDVJK4aWXXmr0Y9y2lRZehRBu2Am+eRu/f/v8xR+ju0REtMZJ71XdIaJVQcPo+ESjH+K2rLTwV+/XUAt/T63UcwCeA4D9+/evqD5hmqbh93//9xseTFbK/mLHHK9V7WaudSuh0TCMhgfXlbpPd4b/i4Gb3d7OuWv52mFL/bld7NitnLNe7sX9W9uv9/5OkuGx+zXDMCJDLZaqUzsso6bugjr+XAK2E8w/4HhzGbjl1aEd0bkJ3GO0uvnzNUTmQvCGj+ih4SW6HppvQTfcoSqaOxmgpolquT+Mxesi7V9nwfUMIzQExqgOX6lzjfBzuffUF1zbn3Ff6OHnCl1T026pt8hq/xlqpYW/iwA2h95vAnC5Qc9yy4QQ0HX2/78VUilIBThQcJT7Q6ADd2sIAU0IGELAEKv/m4+IiOh6NE0DTLPRj3HD/O5x4VDo2FZ1zH94MrpIHTeAhtUd2wpEx2zWGZsb3V0kxEd2F7lG5GEWq7PINSM/o9SOY72xa9zc54yeHNxfIJi1/UYDkdDYFWktW2nh71UAO4QQWwFcAvBJAP99Yx/p5iilcGS26IYYAI4XZqQXZqQXZsIhRyq3nvLqO1798Hnh40vX98vc+1fvU/+efp1F73kD9Z3QZ637TKFruJ/fP8+dvMIJXeNmaAB0LwjqQngvwKjdhwjqVQNkdN8/P7pfe406116wv8j1cP37LLjnkvevfz0NDMVERNQ4QoggZBDRyrOiwp9SyhZC/AaA/wZ3qYdvK6WONfixbooC8P7XTjXk3gKALgDNCwqaFwZ0IaDVKdf80AHveLh+6Lh/nhBADAK6pgXX0wSC4CJC597IPYVYon5wbT/QIAiJtlKL7yNc7h6r3be9EOyXFyVgK+nWgYKtqgHavoF7rrTRGnVDLuqHTNNvSdX8FtXqOYYQMDU3XJp1jvnnmKFrBXVrrhcci5RXr2cKAV0TkWvUPl/k+mz5JSIiIrppKyr8AYBS6u8B/H2jn+NWaULgu3dvDVpt/BDjh5pwsNLE4kFr8SDmBa1QaGOLT2OpcMhE/cC5cL9+yAyHz4WB8/rX9sNoNeQuHmb961veMUu6ZQWpvLKFx2zvGrZSkZfTgJG3ejiIXie4RoLkIscWhtPo9Rc9Fir3/zz4X44F22DCy4V1aifDVKgu66DqHAvq+OPkaq8XumdwnQXPEb6XfyxaN/x44edf7PNVy+rfs/55S38GUbv1vta15UF9UVMfNfVFnWvWdMtacM3r3Dt8bf997TVv9vMsvGadegs+6+KfR6Dae8DvLeB/X+jB98XC7yu/zAydG/6zz39/iIhWjxUX/taCx9vyjX4EegcJ/4ehdbx+gqwNi0rB9gLjgiCpFBwvYNYLk5YMXSN8LAil0WvaoXuFr7dYcK0ohYItl36+yHnuMbp94YByIwENqBdUrx9k6Z0XbuEPwqSoCZNa/dBZ+4uWxYNotedCOIiGexwser1Fzg2H2KXOrR73e8Ks37/vG0Gp6FCa2uEotUNs6r5HaNhK6LzaYSy1w2QW1vevtXCYTe0wHce7hrrha9c8yyJDbOoNxVlseE3W0NCfTmBXJold3rbF5I//6xn/7xPRbfNbss01GoD9HzwWDabeKxxk6rUEhbkB6PotPnVbe0LX9e9X71gkbAXHlrjnUi1MwfNc/56192qkeq2Ktxoog/baJVpi/Xtev/W35po3eO/w8eu1oKLmuP8DY/iXIU7Nn2G/zP/lh1Pnz7r7PVBzroxez1rqXBk9tyCv8yzBtbzrycZ3ufdDovCGMNyO5fguWTHXWIaL+KHFDW7V+QxWM7cHl99Ty+/h5ffgEsF+bc+vekN4ant9aULA1AAdWjCEJzykZ8Jy8P+MTeOFK9XlCTpjJnZlEkEo3J1OYEc6gTgnelkXGP6IiK5DCAEdgK43PszQzakNuwvf1C2gVaC2x8HNh9g65y4RYqu/+Il2u78dy9JSvQwXWY7nqP1Fxq0+R3hOAB3RoS61cwwsDEsiErRqh86E5zjwr107P4Eeqr8giIWCV735CRYLaI3+RZhSCiMVG2/NF3F87v9v786D4z7zvI5/nr5vybItxXcSyx7H8iEfcc6ZHBNlJ8rCArtULcuxtbtVW1BQwF8MC/8sVVSxQBUwBdQuwzCwuywM7DIwh5Vx5NzJTCbxlcSyHVt2knUuy5fUavWl7n74iFUA/wAAIABJREFU4/dTH7otS2q1+v2q6upfP/38Wk8nqtiffJ8jq/NjGV1IZfXd4RvKlZx/b14j3R8OlsPgA7GwdkVD2hIKyLMC/kceFg/hDwAANJzVPuMAWCzGGHUE/eoI+vVkW6LcXihZXcnkymHw3FhGZ5Jp/XBouNwn5q1MG90VDWm3O320lamjDYt/c4vNWulb+yTjcR/eyrXH686bmq7dM/Uxr/aJa1PVfic/0yxgLHf7M+f6bDO13eOX/GHJH5GYlgAAAHBXfB6jndGQdkZD+qX2SnuqUNSFMadCeD6V1blURj8aGtYfF4rlPhuC/vIawgfcUNgZCSrA39FWPMLfYrNW2vaYZEtSqeg825Jki+5WeNO1l5z3SkXJjk9qL0ml0tT+par7avpWf3Zphvbi3N9jJfOFpUBE8kfd54gUiDoPf2TSe5P6THm/uj3qBE4AAIAmFfN5dbglqsMt0XKbtVZf5sfLYXAiHL5xNVXeFM1npO2RUDkMTlQMNwf9dZ/6igpj73K+er0dPnzYnjhxot7DaDyzBtG5AuccwXIhn13ub6f/maWClB+TxtNVz2lpfMx9nqG9NH5n/1y8wdpwGIjeYYCcJXh6/Uvz7xIAAKAOxktWlzNZXUhldX7MCYbnxzL6NFv5+1fc6ylPG51YU7grGlILU0cXlTHmpLX28Fz9+KferCame672SldxfIawOOa0zydAjqel1NDU9mLuzsbi8VeFwgVWJmd63xtYnG3WAAAA5snvMdoVDWtXNKy/VNWeLBR1IZXR+TEnFJ5PZfT/hm7rjz6/We6zKejXrmhYu2OV6aPbmTq65Ah/WN28finc6jwWW7HgBMKJ0LiQyuR4WkrfksY/rW0vZO5sLMYrBWJVgXA+ATIi+YLONFpf0FlT6Qs5D3+ocl39mpAJAADmkPB5daQ1piOtsXKbtVaf58arpo06ofC120kV3ImIfmPUGQnWnEv4QDSkjUwdXTSEP2ChvD7Jm5BCibn73qlSqSowzhUgZ3k/m5RGv5zavmDGDYmTQ6P7eqbQWPN6mvvmCp9eP6ETAIAGZozRplBAm0IB9axrKbfnSyVdTucq00ZTWf18OKXvX7td7tPi8+qBaEi7JkKhGwzjvlU+g20JEP6AlcjjkYIx57HYSiWnsjielQpVj/Gs016+nvzexHVGKuTcvrmq11knbBauT/Nexlm3uVDGUxUMFxg+Z7tvpvDJOk0AAJZUwOOsCXwgFtZf6VhTbh8eL9RUCM+nsvqzL28pVSyV+2wO+fVAtLLj6K5YSNvDIfk9/A/jmRD+gGbj8VR2R11OxcLMgbImfE6ExpnC5zT3ZZNSYWj6YHo3u9sa7zwrlu5rr9+59gYqz+Vrv7OhUM21+/6M1xP3BitHqAAA0ARa/T493BrTw5Omjn6aGy+HwfNjzrrCl28lVXSnjgaM0Y5oUA9EqzaZiYV0T4CpoxLhD8By8fok7xJVM2dTLEwfKucMn9NVNydVTLPDzrTaidfFvFTIO5sBFXKSFnM3ZVMJgtUh0xtww2Jw0rV/lv6LHFD5wxQAsAyMMdoSCmhLKKBnq6aO5kolDaZzOp/K6JwbCt8aTunPqqaOtvq8lYPqY6FyOIw12dRRwh+A1c3rk7xxKRhf3p87cXbnRBAsjrvXeSckznidd/vPde3eV3M97u5Ee9u5nuneu5mCOx3v5ErldNcLCKgT03UnHr6J68jUdi9/nAFAswp6POqKhdUVC9e03x4vlCuEF9w1hf/ry1saq5o6ujUUKIfBief7w0H5VunUUf60BIClYIwbPH3LP8V2LqViVSAcn2dAnW8onSWg5karQmluakAt5hf+nTz+qlAYqrqOVIXISO17vqoAOet7VX2odAJAw1jj9+nRNTE9uqYy66hkra5m8zXTRs+nMuq/kdREJAx6jHZGQto1EQrdimF7wNfwU0cJfwDQbDxeyeMGmpXE2trgOLHB0HjanXqbqXqdrWqvup7uvfQN973qR3qB60FNbbD0hyaFzNkCaGRqoJytmslZVwCw6DzGaFs4qG3hoL6xvjJ1NFss6VK6clj9hVRWr98a1Z9+WZk62ub36p91btJfvaetHkNfFIQ/AMDKYNx1jb6gFFyGn1ccrwqNVY+akDkpMNYE0kmhM5+Sxq5Pfa+YW9j4vMHpq5JTQmN1xXJS6Jx8XyBW2fApEGNHWwBwhbwe7Y1HtDceqWm/mS+Up42eT2W0JRSo0wgXB+EPANCcvH7J2yKFWubuezdKxZlDY2FyRXK2SmdVAM2OTH/fnW4y5A06QTAYmxoMJ17XvFf1HIxN7RuIOpVlAFgl1gZ8ejwQ1+NrlnnvgCVC+AMAYCl5vMtzvMrEtNnpqpkTbfmUlB9zH6na17nRynVqqPJeLnVn1UtfeOZgGIzPI2BOc1+Dr7EBgJWC8AcAwGpQPW02vGbu/neiOF4VGMdqg+GUIJmqandfZ4el5GdVITN1B7vOmkmhcHLlMSoFJoXKmd6bCJ++EIESQFMi/AEAgNl5/VK41XkslkJ+9upjvuo6N6nfxPrK2x9XBc1RyZbm/LGSJOOdVJGca9rr5GqkGzD9Eef1xLpKAiWAFY7wBwAAlp8vIPnapMgi7ZpnrbMeckplclK1sqYyOel59IupVct5r6N0d4INRGpDYSAi+aPTtEdrr2fr64+w+yuARUH4AwAAjc+Yyq6m0XWL85mlkrPxzrTTWScqk2lpfOI57bTVPKelzO2q993+85726vKFZwmS822PTR9C2aQHaBqEPwAAgOl4PFWb9bQv7mcX8m5onGeAnPb9tJT6cmp7MX9nY/EG7zJYzvK+r7G3xQdWG8IfAADAcvMFnMdib84jVTbomRIcZwiQM7Wnb0jDE+0pp+1Oz630+O8sWAZizsY81Y/Jbb7lOAgUWJ0IfwAAAKvJUmzQM6FUvLPK5EzBs7wDbNV7hcw8v19gaiCcNTTGpGBi+nuoTKLJEP4AAAAwPx6vFEo4j8VWKlV2gM2N1j7mahu7Lt3+yH2dcgLlfHiDVQExPikkus+B+KQ+07QF4pKXv1Zj5eO3FAAAAPXn8SxesCwWJgXJlJRLTno9On1b6kvp5qXK6/lWJH3hBYRGtypZ0yfGJjxYMoQ/AAAArC5e3+JNfS0WnN1dqwPi5NfTteVTUvLT2rb5rpn0RycFxHhtSJxx2uukPoEYx4SgBuEPAAAAmInX52zMsxib8xTytdNV81UVyOrQON301uFPattL43P/PI9Piq53HrEOKdZeex1rl6Luc3iNc2QKVjXCHwAAALAcfAHJ1yZF2u7+swq5aaazTgqN6VvS2JCUui6lrklD56TU0PTB0eOfFA7d54lwGGt3X6+XQi0ExQZF+AMAAAAajS/oPKJr7+w+a6XMbScEjg05z6khJxyOXXeuR7+QvnzfubbFqZ/hDc4/KAbjBMUVhPAHAAAANAtjnMpjpE3Srtn7lkpuULw2Q1C8Jo18Kn120jkX0pamfoYvPCkcrq8Ew8nTT4OxJfnKqCD8AQAAAJjK43Eqi9G1knbP3rdUlNI3p1YRq4Pi7Y+lqz93+slO/Qx/dPZwOFFljLZLgcgSfOHVj/AHAAAA4O54vJWgpj2z9y0WnErhRCVxzA2JE2sTx4akm4PSJz+VMrem/4xAfP5B0R9a9K/bqAh/AAAAAJaP1yfF73EecymOVyqH1eGwfH1dun5B+uh1KTs8/WcEW6rWIrZPmn46qd0XWNzvusIQ/gAAAACsTF6/lNjoPOZSyM0QFKseX37gPOeS039GqHX6ozAmNrHp2CMlNizud1xGhD8AAAAAjc8XlFo2O4+5jGfcKacTYXHSdWpI+vy085xPVe57/t9ID/7W0n2HJUb4AwAAANBc/GFpzTbnMZf8WCUctmxZ+rEtIcLfEiiOjMgTi8l4vfUeCgAAAIC7EYhKbfc5jwZH+FtktlTSxUcelayVN5GQp7VF3tZW59HSUvvc2ipvi/vs9vNEozIchAkAAABgkRH+FluxqI5//E0Vh4dVHB5xn4dVvHFT+cHLKo6MqJRKzXy/zzc1JLZMEyAnhUpPOLx83xEAAABAwyH8LTLj96vtb/2tWfvY8XEVR0acx/Cw83x7uHJd9Tz+2WfKnjun4vCwbDY7888NBucVEic/m8Dq3s4WAAAAgIPwVwfG75dv3Tr51q27o/tK2WwlHE5UFUemuR4ZVu6jK+71iDQ+PuNneiIRZ7ppa4t8ra3yTBcgq9taW+VNJFjPCAAAADQYwl8D8YRC8oRC8nd0zPsea61KY2mVRoZVGB5WyQ2P1dfV01PHP//CuU4mpVJp5rEkEnOsZZxUeWxpkSceZz0jAAAAUCeEv1XOGCNvLCpvLCr/pk3zvs+WSiqNjk6dijrd9NTbt5X/6CNnPePo6Mwf6vU6oXDaiuLMAdKEw4RGAAAA4C4R/jAt4/GUg9qdsIWCislkZaOb4do1jDXrGa9dU/bDD531jJnMzGPx++Vta5OvvV2+9nb5O9rla+9wXne0y9/RIV9Hh3O8BiERAAAAmBbhD4vK+HzytbXJ19Z2R/eVcrnyesXJIbE0MqLCzVsqDA1p/M8/UfrECZVGRqb+7HBY/vZ2+TomBcN2Jyz6O9rlW7+eTW4AAADQlAh/WBE8waA8HU5Vbz5KmYwKQ0NOILw2pMK1a8710DUVrg0pc+aMCteuyU6z2Y23rc0NiOvlb3eqhr6O9kpw7OhwpptSRQQAAMAqQvhDQ/KEwwps26bAtm0z9rHWOpvbDDnhcNwNiAU3LI4PDSl7dkDFmzen3Gv8frd62DHzVNP2ds5XBAAAQMMg/GHVMsbIt2aNfGvWSF/5yoz9bD6vwvXrGp8IhkPXaiqKuQsXlHr9ddl0esq9nkTCnU7aXqkgVk019XW0y7d2LUdjAAAAoO4If2h6JhCQf9OmWXdDtdaqlEpVVRGHKtfuVNPc5csq3LghFYu1N3u9zrmOk6eaTlQUJ6qIbFgDAACAJUT4A+bBGCNvPC5vPK7g9u0z9rPFogo3brrrEaeZavrJJ0q/865KyeTUnxGJOOsO3emm0041XbeODWsAAACwIIQ/YBEZr1f+8sY1e2bsV0qnnamm1665U00nwqITEjOnTml0aGj6DWvWrnXCYNVUU6eKWKkosmENAAAAJiP8AXXgiUTmt2HN7duTNqy5Xp5qOj40pMwHH6h469aUe00gUD4X0dnJtGNSRbFd/o0bZfz+pfyaAAAAWEEIf8AKZYypnJm4a9eM/Ur5vIrXr7vrECc2q7lWnmqaO3deqVdfk81kam/0+RS4d5uCnTsU7Ox0H9sV2LaNUAgAALAKEf6ABucJBOSZz4Y1o6OVYPjlNeU//li5wUFlz53T6LFjkrVOZ79fwXu3KVAOhDucULh1K6EQAACggRH+gCZgjJE3kZA3kVCws3PK+6VMRrkrV5QfHFRucFC5S4PKnh3Q6E8mh8J7FdzRWRUMO51Q6OM/JQAAACsdf2MDIE84rHBXl8JdXTXtpXRauSsfKTd4yQmGlwaVef8DJfteKPcxfr8C993nhMGJYLi9U4GtWwiFAAAAKwh/MwMwI08kovCeLoX3TBMKL19xqoSDl5QbHFTmvfeU7Osr9zGBQE0oDHZ2KrDdnT7KofcAAADLjvAH4I55IhGF9+5ReG/tcRalsTHlrlxR7tJgORhmTp9W8ujRch8TCChw//2VTWbcYOjfvJlQCAAAsIQIfwAWjScaVXjvXoX37q1pL6bGlL9yuSoUDip96qSSP/5xuY8JBqcPhZs2EQoBAAAWAeEPwJLzxqIK79un8L59Ne3FVEr5y5fLm8zkBgeVPnFCyR/9qNzHhEIK3H9f1c6jTjD0b9ok4/Es91cBAABoWIQ/AHXjjcUU3r9f4f37a9qLqVTNzqO5wUGl33lXyR/WhsLg/ffX7j66Y4dzeD2hEAAAYArCH4AVxxuLKdzdrXB3d017cXS0PG10YvfRsbd/rpEf/LDcx4TDTiis3n20c4f8GzcQCgEAQFMj/AFoGN54XJEDBxQ5cKCmvZhMKjd4ubzzaH5wUGM/+5lGfvCDch8TidSEwom1hb4NhEIAANAcjJ04wLlBHT582J44caLewwCwAhVHRpS7fLlm99H84GUVrl8v9/FEIgps3z5loxnfhg0yxtRx9AAAAPNjjDlprT08Zz/CH4BmUxwenhQKB5W7PKji9RvlPp5IpLKWsDoU3nMPoRAAAKwohD8AuEOF27en7D6au3xZxRtVoTAaVaBz+5TdR30dHYRCAABQF4Q/AFgkhdu3p+w+mrt8WcWbN8t9PPG4Qrt3K9TVpVDXboX37JF/61YCIQAAWHLzDX9s+AIAc/CtWSPfgw8q8uCDNe2FW7cq00YvXlR24Jxu//Efy46PS3ID4UQY7OpSqKuLQAgAAOqG8AcAC+Rra5PvyBFFjxwpt9l8XrnBQWUGBpQ9O6DswIBu/9Ef69ZEIEwkFNq9W+E9XW4w7JJ/yxYCIQAAWHJM+wSAJWbzeWUvXVJ2YEDZgXPKnj2r7MWL0kQgbGlRaPcDTnVwzx4nEG7eTCAEAADzwrRPAFghTCCgcFeXwl1d5bZyIHSrg9mBAd38wz+qCYThrt3l6mBozx75N20iEAIAgAUj/AFAHUwXCEv5vHIXLzmVwYlA+N/+sBwIvS0tCnXtVqhrjxsIuwiEAABg3gh/ALBCeAIBhfd0KbxnUiD88KIbBs8qMzCgm//1v0qFgqSJQFipDoa6uuTftJFACAAApmDNHwA0mFIu5+4u6lQHM2cHlLt0qRIIW1urAqFTXfRtJBACALBaseYPAFYpTzCo8N69Cu/dW24rB8KzTnUwO3BON7/73dpA6FYGJ84h9G3YQCAEAKCJEP4AYBWoDoRr3LZSLqfchx+61cGzTiD8znekYlGS5F2zplwdDLnrDwmEAACsXoQ/AFilPMGgwvv2KbxvXyUQZrPKffhhzTmEN/9zVSBsa6upDoa6uuS75x4CIQAAqwDhDwCaiCcUUnj/foX37y+3lbJZ5S5cKE8XzZ49q5s//WltIKyqDob27JGvo4NACABAgyH8AUCT84RCCnd3K9zdXW4rZTJOhbD6HMI335JKJUmSd+3amupgqKuLQAgAwApH+AMATOEJh6cNhNkLF8rVwezAgG5UB8J165xA2LWnXCn0tbcTCAEAWCEIfwCAefGEw4ocOKDIgQPltlI6rewFZ1OZ7Nmzyp4b0I033qwEwvXrFN496RzCjvZ6fQUAAJoa4Q8AsGCeSESRgwcUOTg5EF4obyiTGTir1Btv1AbCrj01ZxH62wmEAAAsNcIfAGBROYHwoCIHD5bbKoHwrBsIB5R67TXJWkmSb/36qurgbqdCSCAEAGBREf4AAEtu2kA4NuauIaycQ1gdCL1r1yq4Y4eCnZ3O845OBTs75U0k6vU1AABoaIQ/AEBdeKJRRQ4dUuTQoXJbMTWm3IXzzhrCDy8qNzio4e9/XzadLvfxdXRMDYXbt8sTjdbjawAA0DAIfwCAFcMbiypy+LAihw+X22yppPHPv1DukhMGc5cuKTc4qPT/eEc2ny/382/aVAmDbjgM3H+/PKFQPb4KAAArDuEPALCiGY9Hgc2bFNi8SfGnniq322JR41evKnvpkvITofDSoFJvvSWNjzudPB4Ftm6tCYTBHTsU2LZNJhCo0zcCAKA+CH8AgIZkvF4F7r1XgXvvlXp6yu12fFz5Tz4ph8GJSuHoSy+XdxyVz6fgffcq0DkpFG7dKuP11uX7AACw1O4q/Blj/qqk35X0gKQj1toTVe/9jqTfklSU9Pettcfc9m9I+pYkr6TvWGt/z22/T9L3JLVJOiXpb1prK/N5AACYB+P3O2Gus1N6rtJeyuWU/+ijmlCYPTug0Rd+Urk3EFBg+/bKesLOTgV37pB/40YZj6cO3wYAgMVzt5W/s5L+iqT/VN1ojNkt6VcldUnaKOm4MWan+/Z/lNQj6VNJ7xpjfmitPSfpX0r6t9ba7xlj/kBOcPz9uxwfAACSJE8wqNCuXQrt2lXTXkqnlbt8pVwhzF26pPSJE0r+6EflPiYSUbA6FLrTSH0dHTLGLPdXAQBgQe4q/Flrz0ua7g++X5L0PWttTtJHxphBSUfc9wattVfc+74n6ZeMMeclPS3p19w+fyinokj4AwAsKU8kovDePQrv3VPTXhwdrdlgJnfpklJvvqGR//t/K/fG4+UqY3Uo9K5dSygEAKw4S7Xmb5Okt6tef+q2SdLVSe0PSVoradhaW5im/xTGmN+W9NuStHXr1kUaMgAAFd54XJEDBxQ5cKCmvXD7tvKDg5WNZi5e0mh/v4b/9E8r97a2Tt15tLNTvjVrlvtrAABQNmf4M8Ycl3TPNG/9U2vtD2a6bZo2K2m6BRN2lv7TstZ+W9K3Jenw4cMz9gMAYLH51qyR78EHFXnwwXKbtVbFGzcqlUJ3TeHID3+kUipV7uddv06hHTumbDTjjcXq8VUAAE1mzvBnrX1mAZ/7qaQtVa83S/rcvZ6u/YakVmOMz63+VfcHAGBFM8bIt369fOvXK/rII+V2a60KX37phMKLlemjw3/6Z7KZTLmfb8MGp0rYuaMSCrffL08kUo+vAwBYpZZq2ucPJf0PY8y/kbPhyw5J78ip8O1wd/b8TM6mML9mrbXGmFck/YqcHT9/XdJMVUUAABqCMUb+DRvk37BBsa9+tdxuSyWNf/ZZzVEUuUuXlH7755WD642Rf/PmmgphcId7cD1nFAIAFuBuj3r4y5L+vaT1ko4aY85Ya3/BWjtgjPnfks5JKkj6u9baonvP35N0TM5RD9+11g64H/dNSd8zxvxzSacl/Ze7GRsAACuV8XgU2LJFgS1bFH+66uD6QkH5q1fdqaNVG828/rpUcJfFe73uwfWVoyiCnZ3OwfV+f52+EQCgERhrG3vJ3OHDh+2JEyfm7ggAQIOy+bxyH388ZaOZ/NWrlYPr/X4F773XCYU7K9VC/+bNHFwPAKucMeaktfbwXP2WatonAABYJCYQUGjnToV27lSiqr2UzSp/5YpbIXSqhJn331eyr69ybzDonFG4Y4fCB7oVOXRIge3bObQeAJoQ4Q8AgAblCYUU2r1bod27a9pLY2PKXblSs8lM6q23NPIDZzm9p6XFOcbi8CGFDx5SaE8X6wgBoAkQ/gAAWGU80ajCe/cqvHdvuc1aq/GrV5U+eUqZUyeVPnlKqVdfleRWFvftVeTgIScQdnfLm0jM8OkAgEbFmj8AAJpU4dYtZU6dUvrkKaVPnVR24JyzsYwxCu7cqcihgwofOqTIoUPy3zPdkb8AgJVgvmv+CH8AAECSVEqnlXn/A6VPnVTm5CllTp9WKZ2WJPk3biwHwcihg6wbBIAVhA1fAADAHfFEIoo+/JCiDz8kyTl6Ivvhh8qcPKX0qVMae/tnSv7oR05f1g0CQMOh8gcAAOZlunWD+StXJLFuEADqiWmfAABgybFuEADqj/AHAACWHesGAWD5seYPAAAsO9YNAsDKReUPAAAsG9YNAsDiY9onAABoCDXrBk+eVPYc6wYB4E4Q/gAAQEOqWTd44qQyZ86wbhAAZsGaPwAA0JBYNwgAS4PKHwAAaChT1g2eOKn8Rx9JYt0ggObEtE8AANA0WDcIoJkR/gAAQNNi3SCAZsKaPwAA0LRYNwgAU1H5AwAATYd1gwBWE6Z9AgAA3AHWDQJoVIQ/AACAuzDnusGDBxXu7la4u1uhr+yU8fvrPGIAzYo1fwAAAHdh1nWDJ08q/c47Sv74x5IkEwopvGePwge6y4HQt3ZtPYcPAFNQ+QMAAFgAa60KX3yhzJkzSp85o8yZ95Q9f14aH5ck+bdscYLggW5FursV3LlTxsf/dwew+Kj8AQAALCFjjPwbN8q/caMSvb2SpFI2q+y5c8qcPq3MmTM1u4qaSMSpDnZPVAf3y9fWVs+vAKDJEP4AAAAWiScUUuTgQUUOHpTk7ir62efKnDlTftz87nedjWQk+bdtVaS7MlU0uGMH1UEAS4ZpnwAAAMuolMkoOzBQM120eOOGJLc6uHdvebpoeP9++dasqfOIAax0TPsEAABYgTzhsCKHDyty+LDWaqI6+Jkyp93q4OnTuvmd70jFoiQpcO+9lamiB7oV7OyU8Xrr+yUANCQqfwAAACtMKZ1W5uxZZc68V54uWrx1S5LkiUYV2udUByPdTnXQ29pa5xEDqCcqfwAAAA3KE4koeuSIokeOSHKrg1evloNg+swZ3fz2f9bNiergffdVbSTTrWDndqqDAKag8gcAANCASum0Mh+crdlMpnj7tiTJE4spvG9fZe3gvn3ytrTUecQAlgqVPwAAgFXME4ko+tARRR+qqg5+8om7iYyzkcyNP/gDqVSSJAW2b1e4e395umhg+3YZj6eeXwHAMqPyBwAAsEoVU2PKnv3A3UjGrQ6OjEiSPPF4pTrY3a3w/n3yJhJ1HjGAhaDyBwAA0OS8saiiDz+s6MMPS3Kqg/mPP67ZSObG7/++Ux00RoHt91c2kunuVuD++6kOAqsIlT8AAIAmVkyNKfvB+0qfPu0EwvfeV2miOphIKLx/f3m6aHj/fnljsTqPGMBkVP4AAAAwJ28squgjjyj6yCOSJFsqOdXB05WNZG78hzclayVjFOzsrDl3MHDvvVQHgQZB5Q8AAACzKo6OKvP+++WNZDLvvadSMilJ8rS0KLx/X3m6aGjfPqqDwDKj8gcAAIBF4Y3HFXvsMcUee0ySWx386KPKuYOnT2vs9TeczsYouGOHwgcOuBXC/U510Jg6fgMAEpU/AAAALIJiMqnMe+9Xzh18/32VRkclSd7WVmft4AF3uujevfJEo3UeMbB6UPkDAADAsvEmEop99XHFvvq4JLc6ePlyzbmDqddeczp7PAru3Flz7qB/2zaqg8ASo/IHAACAZVEcGXHWDp7QBLEuAAAOBElEQVSuqg6mUpIkb1ubYl/7muLPPqvoY4/KEwzWebRA45hv5Y/wBwAAgLqwxaJyg5eddYMnTij12msqJZMykYhiT3xNiZ4eRb/2hLwxpogCsyH8AQAAoKHYfF5j77yr0f5+jb70koo3bsj4/Yo+9pjiPT2KPf2UfGvW1HuYwIpD+AMAAEDDssWiMmfOaPTFfo3292v8888lr1eRBx9UvOcZxZ95Rv6OjnoPE1gRCH8AAABYFay1yp4751QE+48rf/myJCm8f7/iz/Yo3tOjwNatdR4lUD+EPwAAAKxKucuXNdp/XKP9/coODEiSgl/5iuI9ThAM7tzBzqFoKoQ/AAAArHrjn32m0ePHlezvV+bkKcla+bdtVcINgqG9e2U8nnoPE1hShD8AAAA0lcKNGxp96WWN9vdr7O23pUJBvo4OxZ95RvGeHkUOH5Lxccw1Vh/CHwAAAJpWcWREqdde02h/v1JvvCmbzcrb2qrY159WvKdH0UcflScQqPcwgUVB+AMAAAAkldJppd58U6P9x5V65RWVUil5olHFnnzSOULiq4/LE+UsQTQuwh8AAAAwSSmfV/rtt52dQ4+/pOLt2zLBoKKPP+4cIfHkk/K2ttZ7mMAdIfwBAAAAs7DFotInT5Z3Di18+aXk8yl65Ijiz/Yo9vTT8re313uYwJwIfwAAAMA8WWuVPXvWOVT+xReV/+QTyRiFDxxwj5B4RoHNm+s9TGBahD8AAABgAay1yg8OKukeKp87f16SFNz9QPkIicD27ZwliBWD8AcAAAAsgvzVq+WpoZnTpyVJgfvuKx8qH9rTRRBEXRH+AAAAgEU2fm1IqZdfcs4S/Pk7UrEo34YNivc8o0RPj8IHD8p4vfUeJpoM4Q8AAABYQsXhYY2+8qoTBN98Uzafl7etTfGvf13xZ3sUfeghGc4SxDIg/AEAAADLpDQ2ptQbb2j0xX6lXn1VpXRannjcPUvwGcUef1yeSKTew8QqRfgDAAAA6qCUy2nsZz/TaH+/Ui+9rOLwsEwopNhXH3cOlX/ySXkTiXoPE6sI4Q8AAACoM1soKH3ipHOofH+/CkNDkt+v6MMPO4fKf/3r8q1dW+9hosER/gAAAIAVxJZKyn7wgZIvvqjR/uMa//M/l4xR5NAhxZ/tUfyZZ+TfuLHew0QDIvwBAAAAK5S1VrmLF51D5fv7lbt4UZIU2rOnfIRE8P776jxKNArCHwAAANAg8h9/rNHjx5Xs71f2vfclSYHO7Yr39CjR06PgAw9wliBmRPgDAAAAGtD4l19q9LhzlmD63XelUkn+TZuciuCzPQp3d8t4PPUeJlYQwh8AAADQ4Aq3byv18ssafbFfYz/9qez4uLzr1zlnCfb0KHrkiIzfX+9hos4IfwAAAMAqUkyllHrtNY32H1fq9ddl02l5EgnFn3rKOVT+scfkCYXqPUzUAeEPAAAAWKVK2azGfvpTZ8OYV15RaWREJhxW7Gtfc88SfELeWKzew8QymW/48y3HYAAAAAAsHk8opPjTTyv+9NOy4+NKv/uukv39Gj1+XKPHjsn4/Yo++qgSz/cq9vTX5Y1F6z1krABU/gAAAIBVwpZKypx5T6MvvqjksWMqfPGFTDCo2JNPKtHbq9gTX2Nq6CrEtE8AAACgiTlB8IySR/uU/MlPVLx5U55IRLFnvu4EwUcflQkE6j1MLALCHwAAAABJki0UnKmhfX1Kvtiv0siIvC0tij/7rBLP9yry4IMyXm+9h4kFIvwBAAAAmMLm80q99ZaSfS9o9KWXZNNpedevU+IbzynR+5xzjiAHyjcUwh8AAACAWZUyGaVee13Jo0eVeu012Xxe/o0bleh9Tonnn1dw1y6CYAMg/AEAAACYt2IqpdRLL2mkr09jb/1UKhQUuO8+JXp7lXi+V8H776/3EDEDwh8AAACABSncvq3RF/uV7OtT+p13JGsV3LVLied7lXiuV4HNm+o9RFQh/AEAAAC4a+NDQxr9yTEl+/qUOXNGkhTev1+J53sV/4VvyN/RXucRgvAHAAAAYFHlP/1MyRf6lOx7Qbnz5yVjFDlyRIneXsWf7ZFvzZp6D7EpEf4AAAAALJnclStK9r2g5NGjyn/0keTzKfroI04QfOYZeWOxeg+xaRD+AAAAACw5a61yFy44Zwge7dP455/LBAKKPfGEEs/3KvbEE/KEw/Ue5qpG+AMAAACwrKy1yr73nkaO9in5kxdUvH5DJhJR/OmnnSD42GMygUC9h7nqEP4AAAAA1I0tFpV+94SSfX0aPXZMxZEReRIJxZ/tUUtvryJHjsj4fPUe5qpA+AMAAACwIth8XmM/+5kTBPuPq5ROy7t2rRLf+IYSz/cq3N0t4/HUe5gNi/AHAAAAYMUpZbNKvfa6kn19Sr36qmwuJ9+GDUo895wSvb0Kde2WMabew2wohD8AAAAAK1oxNabUKy8rebRPqTfflAoFBbZtcw6T7+1VsLOz3kNsCIQ/AAAAAA2jODysZH+/kn19Sv/8HalUUnDnTiV6e5V4vleBLVvqPcQVi/AHAAAAoCEVrl9X8tiLSh49qszp05Kk0L59SvQ+p8Rzz8nf0VHnEa4shD8AAAAADW/8s8+U/MlPlDzap+y5c5Ixihw6pMQvPq/4s8/K19ZW7yHWHeEPAAAAwKqSu/KRki84h8nnr1yRvF5FH3lEid5exXuekTcer/cQ64LwBwAAAGBVstYqd/Gikkf7lOzr0/inn8r4/Yo+8TW19PYq9uST8kQi9R7msiH8AQAAAFj1rLXKvv++kn19Sva9oML16zLhsOJPPaXELz6v6OOPyxMI1HuYS4rwBwAAAKCp2GJR6ZMnlTzap9Fjx1QcHpYnHle8p0eJ3l5FH35Ixuer9zAXHeEPAAAAQNOy4+Mae/ttJwgeP65SKiVvW5sS3/gFJXp7FT54UMbjqfcwF8WyhD9jzL+W9Bck5SVdlvQb1tph973fkfRbkoqS/r619pjb/g1J35LklfQda+3vue33SfqepDZJpyT9TWttfq4xEP4AAAAAzKaUyyn1+utK9vUp9cqrstmsfPfco8RzzynR26vQni4ZY+o9zAVbrvD3rKSXrbUFY8y/lCRr7TeNMbsl/U9JRyRtlHRc0k73touSeiR9KuldSX/NWnvOGPO/JX3fWvs9Y8wfSHrPWvv7c42B8AcAAABgvkpjYxp95VUnCL7xhjQ+Lv/Wrc4Zgr29Cu3cOfeHrDDLPu3TGPOXJf2Ktfavu1U/WWv/hfveMUm/63b9XWvtL7jtv+O2/Z6k65LucYPkI9X9ZkP4AwAAALAQxZERjR4/ruTRPo29/bZUKim4Y4cSz/cq8dxzCmzbVu8hzst8w99irnb8TUn/y73eJOntqvc+ddsk6eqk9ockrZU0bK0tTNN/CmPMb0v6bUnaunXrXQ8cAAAAQPPxtrSo9Zd/Wa2//Msq3Lih5IsvKnm0T9f/3bd0/d99S6E9e5To7VWi9zn577mn3sO9a3OucDTGHDfGnJ3m8UtVff6ppIKkP5lomuaj7ALap2Wt/ba19rC19vD69evn+goAAAAAMCvfunVq+7Vf071/8t/V+crLav9H/0iSNPSv/pUGn3xKH/+Nv6HUW2/VeZR3Z87Kn7X2mdneN8b8uqRflPR1W5lD+qmkLVXdNkv63L2erv2GpFZjjM+t/lX3BwAAAIBl49+wQWt/8ze09jd/Q/lPPlGyr08jR4/K5nL1Htpduau9Td2dO78p6S9aa9NVb/1Q0q8aY4LuLp47JL0jZ4OXHcaY+4wxAUm/KumHbmh8RdKvuPf/uqQf3M3YAAAAAOBuBbZt07q/83e0/cc/Vuypp+o9nLtyt2v+/oOkoKR+d2vUt621f9taO+Du3nlOznTQv2utLUqSMebvSTom56iH71prB9zP+qak7xlj/rmk05L+y12ODQAAAAAWTSMfByFxyDsAAAAANLT57va5Oo60BwAAAADMivAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATcBYa+s9hrtijLku6ZN6j2Ma6yTdqPcggFnwO4qVjt9RrHT8jmKl43e0eWyz1q6fq1PDh7+Vyhhzwlp7uN7jAGbC7yhWOn5HsdLxO4qVjt9RTMa0TwAAAABoAoQ/AAAAAGgChL+l8+16DwCYA7+jWOn4HcVKx+8oVjp+R1GDNX8AAAAA0ASo/AEAAABAEyD8AQAAAEATIPwBAAAAQBMg/AEAAABAEyD8AQAAAEATIPwBALAAxpgtxphXjDHnjTEDxph/UO8xAQAwG456AABgAYwxGyRtsNaeMsbEJZ2U9JestefqPDQAAKZF5Q8AgAWw1n5hrT3lXo9KOi9pU31HBQDAzAh/AADcJWPMvZIOSPp5fUcCAMDMCH8AANwFY0xM0v+R9A+ttcl6jwcAgJkQ/gAAWCBjjF9O8PsTa+336z0eAABmw4YvAAAsgDHGSPpDSbestf+w3uMBAGAuhD8AABbAGPO4pDckfSCp5Db/E2ttX/1GBQDAzAh/AAAAANAEWPMHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATYDwBwAAAABNgPAHAAAAAE2A8AcAAAAATeD/A6hui4jApMvXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize']=[15,10]\n",
    "df_PL.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
